Home | Data Overview | Multi-Dimensional Analysis | Models | Conclusion

Major | Gender | Career | Ethnicity | First Generation Students | Dependents | Medical Condition | Medical Care | Analysis

Function

To begin, let’s explore the function we created to run all of this statistical analysis:

mysubsetMDS <- function(x){
  mysubset <- df %>% 
    select(starts_with(x))
  
  meta <- metaMDS(mysubset)
  MDS_df <- data.frame(MDS1=meta$points[,1],MDS2=meta$points[,2]) %>%
    cbind(demo)
  return(MDS_df)
}


In English, this function allows us to run the MDS according to each subset of demographic and each subset of question type that we want. Obviously, in this page, we are exploring First Generation Student status.

Question Types

Science Identity

Let’s explore the science identity subset of questions first. Running our function we created and plotting it, we are left with this image of the plot:

This is great and all, but let’s run an adonis test to see if there is a significant difference in how different First Generation Student status goals responded to science identity questions:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0237 0.011834 0.36914 0.00238  0.823
## Residuals                 309    9.9063 0.032059         0.99762       
## Total                     311    9.9299                  1.00000       
## 
## $call
## adonis(formula = si ~ demo$parents_grad_college)
## 
## $coefficients
##                                   si1         si2        si3         si4
## (Intercept)                 3.2385121  3.56971472  2.8384134  3.00277620
## demo$parents_grad_college1  0.1943237  0.05715095  0.2063627  0.08677604
## demo$parents_grad_college2 -0.2385121 -0.06971472 -0.3384134 -0.25277620
##                                    si5
## (Intercept)                 3.08619613
## demo$parents_grad_college1  0.07798298
## demo$parents_grad_college2 -0.21119613
## 
## $coef.sites
##                                      1            2            3           4
## (Intercept)                 0.20383788  0.177587296  0.175001669  0.33055993
## demo$parents_grad_college1 -0.01224592 -0.006429533  0.009890639  0.01833774
## demo$parents_grad_college2  0.01640993  0.013821650 -0.011520477 -0.03315205
##                                      5            6           7          8
## (Intercept)                 0.21437990  0.141624713  0.17713797  0.2134205
## demo$parents_grad_college1 -0.01258400  0.005861785  0.01486925 -0.0148227
## demo$parents_grad_college2  0.02385093 -0.012889504 -0.02712247  0.0248103
##                                      9           10          11           12
## (Intercept)                0.148094749  0.185507254  0.43079886  0.148994741
## demo$parents_grad_college1 0.000224485 -0.009033953  0.01300682  0.008059249
## demo$parents_grad_college2 0.000347818  0.012311949 -0.02167909 -0.019152777
##                                     13          14           15           16
## (Intercept)                 0.16760197  0.16760197  0.191832733  0.171840703
## demo$parents_grad_college1 -0.00716498 -0.00716498 -0.007187607 -0.006948082
## demo$parents_grad_college2  0.01770942  0.01770942  0.013129326  0.013470681
##                                      17          18          19          20
## (Intercept)                 0.181415272  0.19258250  0.19817949  0.19605833
## demo$parents_grad_college1 -0.009573062  0.01048375 -0.01288600  0.01075015
## demo$parents_grad_college2  0.020677769 -0.01583549  0.02553599 -0.01628092
##                                      21           22           23           24
## (Intercept)                 0.175449325  0.149544981  0.168213265  0.181025676
## demo$parents_grad_college1 -0.001108009  0.004918928 -0.003978025  0.001525605
## demo$parents_grad_college2  0.001325696 -0.012728454  0.013181798 -0.007415173
##                                      25          26          27           28
## (Intercept)                 0.165641841  0.24466701  0.16760197  0.220735914
## demo$parents_grad_college1 -0.002515113 -0.01840000 -0.00716498  0.008437044
## demo$parents_grad_college2  0.001492387  0.03166092  0.01770942 -0.011714915
##                                      29          30          31          32
## (Intercept)                 0.147876049  0.24501338  0.22094204  0.16760197
## demo$parents_grad_college1  0.003840356  0.01242244  0.01486740 -0.00716498
## demo$parents_grad_college2 -0.004990018 -0.01849774 -0.02654178  0.01770942
##                                     33          34           35          36
## (Intercept)                 0.38924070  0.19135526  0.141624713  0.18255222
## demo$parents_grad_college1  0.01180484  0.01546108  0.005861785  0.01274692
## demo$parents_grad_college2 -0.01464293 -0.03093109 -0.012889504 -0.02360814
##                                      37           38           39           40
## (Intercept)                 0.165641841  0.171840703  0.159107314  0.148994741
## demo$parents_grad_college1 -0.002515113 -0.006948082 -0.002759737  0.008059249
## demo$parents_grad_college2  0.001492387  0.013470681  0.008355861 -0.019152777
##                                     41          42           43          44
## (Intercept)                 0.20532181  0.20532181  0.142214695 0.148094749
## demo$parents_grad_college1 -0.01247539 -0.01247539  0.002063219 0.000224485
## demo$parents_grad_college2  0.01811007  0.01811007 -0.007141164 0.000347818
##                                     45           46          47           48
## (Intercept)                 0.29053993  0.148994741  0.48759152  0.186888734
## demo$parents_grad_college1  0.01446608  0.008059249  0.01527070 -0.001465147
## demo$parents_grad_college2 -0.02056956 -0.019152777 -0.02350462  0.012960060
##                                      49           50          51          52
## (Intercept)                 0.161818498  0.148968905  0.24466701  0.20540758
## demo$parents_grad_college1  0.009254657  0.008935913 -0.01840000  0.01430643
## demo$parents_grad_college2 -0.022110998 -0.018839585  0.03166092 -0.02286804
##                                      53          54            55          56
## (Intercept)                 0.221209049  0.22845396  0.1615077797  0.18695973
## demo$parents_grad_college1  0.005218607 -0.01785397  0.0007647362  0.00911204
## demo$parents_grad_college2 -0.007141304  0.02931949 -0.0041015471 -0.02834633
##                                      57           58          59          60
## (Intercept)                 0.155390469  0.151979229  0.16760197  0.37801494
## demo$parents_grad_college1  0.006751258 -0.002746956 -0.00716498  0.01169789
## demo$parents_grad_college2 -0.010509426  0.003220094  0.01770942 -0.01904216
##                                     61           62           63          64
## (Intercept)                0.148094749  0.157263385  0.147876049  0.18693304
## demo$parents_grad_college1 0.000224485 -0.004393772  0.003840356  0.01003808
## demo$parents_grad_college2 0.000347818  0.010199790 -0.004990018 -0.02798896
##                                      65          66          67           68
## (Intercept)                 0.148968905  0.26672131  0.22845396  0.166811940
## demo$parents_grad_college1  0.008935913  0.01314915 -0.01785397  0.006780663
## demo$parents_grad_college2 -0.018839585 -0.01770567  0.02931949 -0.005801864
##                                      69           70           71           72
## (Intercept)                 0.208787161  0.210793461  0.244031477  0.142214695
## demo$parents_grad_college1  0.008526555  0.006135226  0.005463534  0.002063219
## demo$parents_grad_college2 -0.024481321 -0.005420904 -0.009283951 -0.007141164
##                                      73           74          75           76
## (Intercept)                 0.167144106  0.176109618  0.24466701  0.163237192
## demo$parents_grad_college1  0.003373791  0.007612725 -0.01840000 -0.002320242
## demo$parents_grad_college2 -0.001673357 -0.016911863  0.03166092  0.006294646
##                                       77          78          79           80
## (Intercept)                 0.1615077797  0.21234511  0.16987406  0.175355345
## demo$parents_grad_college1  0.0007647362 -0.01502871  0.01172821 -0.002226456
## demo$parents_grad_college2 -0.0041015471  0.02588572 -0.02911781  0.004936777
##                                      81           82          83           84
## (Intercept)                 0.175355345  0.157166196  0.16987406  0.186888734
## demo$parents_grad_college1 -0.002226456  0.007075279  0.01172821 -0.001465147
## demo$parents_grad_college2  0.004936777 -0.018972361 -0.02911781  0.012960060
##                                      85           86           87          88
## (Intercept)                 0.190276380  0.141624713  0.182714541  0.48759152
## demo$parents_grad_college1  0.004922744  0.005861785  0.003688808  0.01527070
## demo$parents_grad_college2 -0.013322649 -0.012889504 -0.012436581 -0.02350462
##                                     89          90            91           92
## (Intercept)                 0.21234511  0.28661385  0.1518708483  0.187613088
## demo$parents_grad_college1 -0.01502871  0.01613155  0.0007877378 -0.009358586
## demo$parents_grad_college2  0.02588572 -0.03053238 -0.0020403732  0.014182335
##                                      93           94          95          96
## (Intercept)                 0.175768107  0.167248950  0.18938668  0.16184475
## demo$parents_grad_college1 -0.005339277 -0.005423721 -0.01042064  0.00835392
## demo$parents_grad_college2  0.009230582  0.006793173  0.01865874 -0.02244514
##                                     97           98           99         100
## (Intercept)                 0.19644927  0.206867561  0.228007727  0.24849097
## demo$parents_grad_college1 -0.01185074 -0.008312195  0.005906969 -0.01183969
## demo$parents_grad_college2  0.02116866  0.020324687 -0.015375586  0.02133624
##                                    101           102           103          104
## (Intercept)                 0.19982039  0.1730829598  0.1518708483  0.142214695
## demo$parents_grad_college1  0.01174876 -0.0003830636  0.0007877378  0.002063219
## demo$parents_grad_college2 -0.02689623  0.0028712291 -0.0020403732 -0.007141164
##                                    105         106          107         108
## (Intercept)                 0.21510945  0.37801494  0.201150949  0.22729599
## demo$parents_grad_college1 -0.01583249  0.01169789 -0.004181393  0.01740317
## demo$parents_grad_college2  0.02907376 -0.01904216  0.016247559 -0.03355362
##                                     109          110          111         112
## (Intercept)                 0.187663455  0.161818498  0.148968905  0.20025819
## demo$parents_grad_college1 -0.002538301  0.009254657  0.008935913 -0.01038871
## demo$parents_grad_college2 -0.003633506 -0.022110998 -0.018839585  0.02345730
##                                     113          114         115         116
## (Intercept)                 0.157263385  0.181337947  0.48759152  0.32654262
## demo$parents_grad_college1 -0.004393772  0.005559076  0.01527070  0.01108225
## demo$parents_grad_college2  0.010199790 -0.013519503 -0.02350462 -0.01818314
##                                    117          118         119         120
## (Intercept)                 0.21234511 0.2126924657  0.15659017  0.33810817
## demo$parents_grad_college1 -0.01502871 0.0009289124  0.01130831  0.02031625
## demo$parents_grad_college2  0.02588572 0.0042593769 -0.02550336 -0.04253852
##                                    121          122         123         124
## (Intercept)                0.148094749  0.157263385  0.24466701  0.29528615
## demo$parents_grad_college1 0.000224485 -0.004393772 -0.01840000  0.01650352
## demo$parents_grad_college2 0.000347818  0.010199790  0.03166092 -0.02613278
##                                     125           126         127         128
## (Intercept)                 0.176211969  0.1660698541  0.30040455  0.48759152
## demo$parents_grad_college1 -0.002275781  0.0009129879  0.01098875  0.01527070
## demo$parents_grad_college2  0.008248568 -0.0036412734 -0.01654530 -0.02350462
##                                    129          130         131         132
## (Intercept)                 0.24466701  0.181415272  0.30101318  0.19605833
## demo$parents_grad_college1 -0.01840000 -0.009573062  0.01141974  0.01075015
## demo$parents_grad_college2  0.03166092  0.020677769 -0.01633694 -0.01628092
##                                    133         134         135          136
## (Intercept)                 0.23044662  0.18938668 0.148094749  0.173133075
## demo$parents_grad_college1 -0.01545973 -0.01042064 0.000224485 -0.004895517
## demo$parents_grad_college2  0.02732683  0.01865874 0.000347818  0.007159047
##                                    137          138          139          140
## (Intercept)                 0.22100384  0.167169134  0.195684803  0.187613088
## demo$parents_grad_college1 -0.01564352  0.002541873  0.008034973 -0.009358586
## demo$parents_grad_college2  0.02290881 -0.001950401 -0.028120034  0.014182335
##                                     141          142          143          144
## (Intercept)                 0.162887425  0.142214695  0.184621901  0.171840703
## demo$parents_grad_college1 -0.005654183  0.002063219 -0.006530744 -0.006948082
## demo$parents_grad_college2  0.011154697 -0.007141164  0.013929902  0.013470681
##                                    145          146          147         148
## (Intercept)                 0.33471956  0.162220975  0.190276380  0.33598071
## demo$parents_grad_college1  0.01651993  0.005086042  0.004922744  0.01246472
## demo$parents_grad_college2 -0.02260580 -0.015693806 -0.013322649 -0.02294782
##                                    149         150        151         152
## (Intercept)                 0.20705203  0.24054787  0.2488908  0.18526398
## demo$parents_grad_college1 -0.01351066 -0.00392896  0.0140724 -0.01062507
## demo$parents_grad_college2  0.02247740  0.01204415 -0.0173840  0.02278144
##                                    153           154         155         156
## (Intercept)                 0.21104862  0.1668143791  0.18526398  0.48759152
## demo$parents_grad_college1  0.01115807 -0.0002184046 -0.01062507  0.01527070
## demo$parents_grad_college2 -0.01960594  0.0035503855  0.02278144 -0.02350462
##                                    157         158         159         160
## (Intercept)                 0.24466701  0.24466701  0.19051254  0.22721783
## demo$parents_grad_college1 -0.01840000 -0.01840000 -0.01020774  0.01228974
## demo$parents_grad_college2  0.03166092  0.03166092  0.01753288 -0.03347546
##                                     161         162         163          164
## (Intercept)                 0.148994741  0.18938668  0.19817949  0.170723497
## demo$parents_grad_college1  0.008059249 -0.01042064 -0.01288600 -0.004000953
## demo$parents_grad_college2 -0.019152777  0.01865874  0.02553599  0.006161282
##                                     165          166          167          168
## (Intercept)                 0.147876049  0.176935735  0.183235891  0.149544981
## demo$parents_grad_college1  0.003840356 -0.007809838  0.006328921  0.004918928
## demo$parents_grad_college2 -0.004990018  0.014473211 -0.014902850 -0.012728454
##                                    169          170         171          172
## (Intercept)                 0.26349202  0.148994741  0.17713797  0.141624713
## demo$parents_grad_college1  0.01036894  0.008059249  0.01486925  0.005861785
## demo$parents_grad_college2 -0.01926108 -0.019152777 -0.02712247 -0.012889504
##                                    173         174         175         176
## (Intercept)                 0.22721783  0.18638984  0.20401780  0.17028392
## demo$parents_grad_college1  0.01228974 -0.01041217 -0.01141572  0.00732536
## demo$parents_grad_college2 -0.03347546  0.02165558  0.02551164 -0.02224308
##                                     177         178          179         180
## (Intercept)                 0.159107314  0.19928323  0.187663455  0.32491003
## demo$parents_grad_college1 -0.002759737  0.01133999 -0.002538301  0.01571117
## demo$parents_grad_college2  0.008355861 -0.02695430 -0.003633506 -0.02750215
##                                     181         182          183          184
## (Intercept)                 0.162220975 0.148094749  0.142214695  0.149544981
## demo$parents_grad_college1  0.005086042 0.000224485  0.002063219  0.004918928
## demo$parents_grad_college2 -0.015693806 0.000347818 -0.007141164 -0.012728454
##                                     185         186          187          188
## (Intercept)                 0.176109618  0.18257891  0.157467701  0.170923534
## demo$parents_grad_college1  0.007612725  0.01182088 -0.001021785  0.003642340
## demo$parents_grad_college2 -0.016911863 -0.02396552  0.005307380 -0.002770601
##                                     189          190         191          192
## (Intercept)                 0.167144106  0.148968905  0.48759152  0.189284131
## demo$parents_grad_college1  0.003373791  0.008935913  0.01527070 -0.003598442
## demo$parents_grad_college2 -0.001673357 -0.018839585 -0.02350462  0.009387375
##                                    193         194          195         196
## (Intercept)                 0.21510945  0.19644927  0.228544888  0.25419621
## demo$parents_grad_college1 -0.01583249 -0.01185074  0.006315739  0.01449838
## demo$parents_grad_college2  0.02907376  0.02116866 -0.015317509 -0.02385416
##                                     197         198          199         200
## (Intercept)                 0.164320127  0.16883616  0.157263385  0.18938668
## demo$parents_grad_college1 -0.002820762  0.01137687 -0.004393772 -0.01042064
## demo$parents_grad_college2  0.000898606 -0.02050797  0.010199790  0.01865874
##                                     201          202         203          204
## (Intercept)                 0.184302536  0.148968905 0.148094749  0.148994741
## demo$parents_grad_college1  0.003095759  0.008935913 0.000224485  0.008059249
## demo$parents_grad_college2 -0.005560412 -0.018839585 0.000347818 -0.019152777
##                                     205         206         207          208
## (Intercept)                 0.167144106  0.24466701  0.20511786  0.162887425
## demo$parents_grad_college1  0.003373791 -0.01840000 -0.01120631 -0.005654183
## demo$parents_grad_college2 -0.001673357  0.03166092  0.02441157  0.011154697
##                                     209         210          211          212
## (Intercept)                0.1914341676  0.17028392  0.168213265  0.188613402
## demo$parents_grad_college1 0.0002135371  0.00732536 -0.003978025 -0.005011673
## demo$parents_grad_college2 0.0025957811 -0.02224308  0.013181798  0.016348658
##                                    213         214          215          216
## (Intercept)                 0.38399561  0.48759152  0.208168359  0.179358443
## demo$parents_grad_college1  0.01450510  0.01527070  0.006874559 -0.004890558
## demo$parents_grad_college2 -0.02502283 -0.02350462 -0.006397491  0.003936592
##                                    217         218          219         220
## (Intercept)                 0.34101500  0.48759152  0.173645170  0.16760197
## demo$parents_grad_college1  0.01258806  0.01527070 -0.005351283 -0.00716498
## demo$parents_grad_college2 -0.02890124 -0.02350462  0.011666215  0.01770942
##                                     221         222         223          224
## (Intercept)                 0.151979229  0.24466701  0.19644927  0.191153222
## demo$parents_grad_college1 -0.002746956 -0.01840000 -0.01185074 -0.008859469
## demo$parents_grad_college2  0.003220094  0.03166092  0.02116866  0.016892200
##                                    225          226         227          228
## (Intercept)                 0.48759152 0.1964681048  0.33055993 0.1593527117
## demo$parents_grad_college1  0.01527070 0.0003694777  0.01833774 0.0006511997
## demo$parents_grad_college2 -0.02350462 0.0019923716 -0.03315205 0.0034223693
##                                    229           230         231          232
## (Intercept)                 0.16760197  0.1518708483  0.37225391  0.185507254
## demo$parents_grad_college1 -0.00716498  0.0007877378  0.01797953 -0.009033953
## demo$parents_grad_college2  0.01770942 -0.0020403732 -0.02994781  0.012311949
##                                    233          234         235           236
## (Intercept)                 0.23559774  0.173963640  0.18666016  0.1518708483
## demo$parents_grad_college1  0.01124628 -0.006936076 -0.00881746  0.0007877378
## demo$parents_grad_college2 -0.01754659  0.011035049  0.01115904 -0.0020403732
##                                     237          238         239         240
## (Intercept)                 0.191832733  0.141624713  0.25928610  0.29589478
## demo$parents_grad_college1 -0.007187607  0.005861785  0.01682715  0.01693451
## demo$parents_grad_college2  0.013129326 -0.012889504 -0.02894405 -0.02592442
##                                      241         242         243         244
## (Intercept)                 0.1518708483  0.25419621  0.37307635  0.20422175
## demo$parents_grad_college1  0.0007877378  0.01449838  0.01727391 -0.01268480
## demo$parents_grad_college2 -0.0020403732 -0.02385416 -0.03077024  0.01921013
##                                      245          246         247         248
## (Intercept)                 0.1967518145  0.183235891  0.29589478  0.22571442
## demo$parents_grad_college1 -0.0005127406  0.006328921  0.01693451  0.01195844
## demo$parents_grad_college2 -0.0026214324 -0.014902850 -0.02592442 -0.03131416
##                                     249          250         251          252
## (Intercept)                 0.181875115  0.180006845  0.22005085  0.157263385
## demo$parents_grad_college1 -0.005101275 -0.005122379  0.01204805 -0.004393772
## demo$parents_grad_college2  0.012900424  0.004991845 -0.02620178  0.010199790
##                                     253         254          255          256
## (Intercept)                 0.182970389  0.19817949  0.141624713  0.157467701
## demo$parents_grad_college1  0.007802434 -0.01288600  0.005861785 -0.001021785
## demo$parents_grad_college2 -0.018733109  0.02553599 -0.012889504  0.005307380
##                                    257          258           259         260
## (Intercept)                 0.30580644  0.199407914  1.696139e-01  0.48759152
## demo$parents_grad_college1  0.01150604  0.007209893 -4.020054e-04  0.01527070
## demo$parents_grad_college2 -0.02194719 -0.019938382 -8.203608e-05 -0.02350462
##                                     261         262         263          264
## (Intercept)                 0.142214695  0.25477862  0.25477862  0.187388476
## demo$parents_grad_college1  0.002063219  0.01492263  0.01492263 -0.008072948
## demo$parents_grad_college2 -0.007141164 -0.02370558 -0.02370558  0.020656946
##                                     265         266          267          268
## (Intercept)                 0.179759608  0.23044662  0.166811940  0.159107314
## demo$parents_grad_college1 -0.003820207 -0.01545973  0.006780663 -0.002759737
## demo$parents_grad_college2  0.011649338  0.02732683 -0.005801864  0.008355861
##                                     269          270         271         272
## (Intercept)                 0.161818498  0.157263385 0.148094749  0.28661385
## demo$parents_grad_college1  0.009254657 -0.004393772 0.000224485  0.01613155
## demo$parents_grad_college2 -0.022110998  0.010199790 0.000347818 -0.03053238
##                                     273         274         275         276
## (Intercept)                 0.163237192  0.20705203  0.18693304  0.25205814
## demo$parents_grad_college1 -0.002320242 -0.01351066  0.01003808  0.01639624
## demo$parents_grad_college2  0.006294646  0.02247740 -0.02798896 -0.03560498
##                                     277          278         279          280
## (Intercept)                 0.181415272  0.201150949  0.24092508  0.153864240
## demo$parents_grad_college1 -0.009573062 -0.004181393  0.01342324 -0.001073972
## demo$parents_grad_college2  0.020677769  0.016247559 -0.02756733  0.001335084
##                                    281          282         283         284
## (Intercept)                 0.16880991  0.175782829  0.26413404  0.16760197
## demo$parents_grad_college1  0.01227761 -0.008026331  0.01162907 -0.00716498
## demo$parents_grad_college2 -0.02017384  0.015626116 -0.01990310  0.01770942
##                                     285         286          287          288
## (Intercept)                 0.184621901  0.20284357  0.181255932  0.162887425
## demo$parents_grad_college1 -0.006530744  0.00890512  0.008462979 -0.005654183
## demo$parents_grad_college2  0.013929902 -0.01467871 -0.010421799  0.011154697
##                                    289          290         291          292
## (Intercept)                 0.16184475  0.159107314  0.22365822  0.149544981
## demo$parents_grad_college1  0.00835392 -0.002759737 -0.01191047  0.004918928
## demo$parents_grad_college2 -0.02244514  0.008355861  0.02025443 -0.012728454
##                                    293           294          295         296
## (Intercept)                 0.20422175  0.1668143791  0.173963640  0.22094204
## demo$parents_grad_college1 -0.01268480 -0.0002184046 -0.006936076  0.01486740
## demo$parents_grad_college2  0.01921013  0.0035503855  0.011035049 -0.02654178
##                                     297         298          299         300
## (Intercept)                 0.147876049  0.14957041  0.159107314  0.24466701
## demo$parents_grad_college1  0.003840356  0.00406518 -0.002759737 -0.01840000
## demo$parents_grad_college2 -0.004990018 -0.01302270  0.008355861  0.03166092
##                                    301          302         303          304
## (Intercept)                 0.19817949  0.215949461  0.18526398  0.346379060
## demo$parents_grad_college1 -0.01288600  0.005119212 -0.01062507  0.007751247
## demo$parents_grad_college2  0.02553599 -0.018833224  0.02278144 -0.011071343
##                                     305         306          307          308
## (Intercept)                 0.221629647  0.16760197  0.172895899  0.160788202
## demo$parents_grad_college1 -0.001065101 -0.00716498  0.005398821  0.008983549
## demo$parents_grad_college2  0.002374423  0.01770942 -0.004742967 -0.013992216
##                                    309          310         311         312
## (Intercept)                 0.26283091  0.197647999  0.30354311  0.48759152
## demo$parents_grad_college1  0.01144674  0.003968053  0.01357501  0.01527070
## demo$parents_grad_college2 -0.02160729 -0.003265601 -0.03438973 -0.02350462
## 
## $f.perms
##                [,1]
##    [1,]  0.89338007
##    [2,]  0.45888894
##    [3,]  0.54372190
##    [4,]  0.88351787
##    [5,]  0.71544142
##    [6,]  0.90112174
##    [7,]  2.00914444
##    [8,]  0.56407077
##    [9,]  0.42861342
##   [10,]  0.51393958
##   [11,]  1.05019215
##   [12,]  0.35487611
##   [13,]  0.98933803
##   [14,]  0.36082862
##   [15,]  0.45983651
##   [16,]  0.59792251
##   [17,]  0.23099659
##   [18,]  1.42141021
##   [19,]  0.99553040
##   [20,]  1.05113937
##   [21,]  0.83443881
##   [22,]  0.52461142
##   [23,]  0.49526859
##   [24,]  0.75546937
##   [25,]  0.51256379
##   [26,]  0.26759172
##   [27,]  0.56575485
##   [28,]  2.51008795
##   [29,]  0.40118444
##   [30,]  2.06956628
##   [31,]  0.81188368
##   [32,]  0.50471370
##   [33,]  1.48958740
##   [34,]  2.51571721
##   [35,]  0.43049179
##   [36,]  0.73689583
##   [37,]  1.18526241
##   [38,]  0.95658612
##   [39,]  1.24723292
##   [40,]  0.30908888
##   [41,]  0.28361155
##   [42,]  0.26761590
##   [43,]  1.98572240
##   [44,]  1.10785470
##   [45,]  1.19314113
##   [46,]  0.98699418
##   [47,]  1.76240536
##   [48,]  0.43699971
##   [49,]  0.97864039
##   [50,]  2.01139580
##   [51,]  0.24116446
##   [52,]  2.16800158
##   [53,]  0.18229384
##   [54,]  0.88853734
##   [55,]  0.57137256
##   [56,]  0.97251581
##   [57,]  0.55199780
##   [58,]  2.42768022
##   [59,]  0.44473567
##   [60,]  1.54508472
##   [61,]  0.37115874
##   [62,]  0.71826193
##   [63,]  1.50559336
##   [64,]  0.80592611
##   [65,]  2.34348847
##   [66,]  0.40041418
##   [67,]  0.09140866
##   [68,]  2.25037731
##   [69,]  1.15391937
##   [70,]  0.68068794
##   [71,]  0.23380430
##   [72,]  0.36624394
##   [73,]  1.04348796
##   [74,]  0.33630715
##   [75,]  0.93456148
##   [76,]  0.73466444
##   [77,]  1.05824430
##   [78,]  1.57202213
##   [79,]  0.85004610
##   [80,]  1.63846127
##   [81,]  0.57448283
##   [82,]  0.59426830
##   [83,]  1.84223638
##   [84,]  0.35354384
##   [85,]  1.15047816
##   [86,]  0.73981077
##   [87,]  0.60227290
##   [88,]  0.91151553
##   [89,]  0.43015174
##   [90,]  0.22264278
##   [91,]  0.41237519
##   [92,]  0.56896762
##   [93,]  0.45889167
##   [94,]  1.39177812
##   [95,]  0.91271557
##   [96,]  3.25736728
##   [97,]  0.52571189
##   [98,]  0.81880914
##   [99,]  1.55849534
##  [100,]  1.60892471
##  [101,]  1.64751876
##  [102,]  0.91694009
##  [103,]  0.81071096
##  [104,]  0.19557551
##  [105,]  0.20976794
##  [106,]  0.54054167
##  [107,]  0.34128382
##  [108,]  0.73169580
##  [109,]  0.66982118
##  [110,]  2.80490334
##  [111,]  0.34543048
##  [112,]  0.18224995
##  [113,]  4.51038120
##  [114,]  0.55587166
##  [115,]  0.86624425
##  [116,]  1.47007304
##  [117,]  1.65089317
##  [118,]  0.28729549
##  [119,]  2.01035036
##  [120,]  1.25313191
##  [121,]  2.09536674
##  [122,]  0.77111511
##  [123,]  0.95205587
##  [124,]  0.26295107
##  [125,]  0.51347342
##  [126,]  1.70261523
##  [127,]  0.42099026
##  [128,]  4.54281359
##  [129,]  1.91528324
##  [130,]  0.62888264
##  [131,]  0.35779607
##  [132,]  1.65462844
##  [133,]  0.86740866
##  [134,]  1.47043432
##  [135,]  0.77620912
##  [136,]  1.96906164
##  [137,]  3.10625691
##  [138,]  0.78677124
##  [139,]  2.11046686
##  [140,]  0.47308037
##  [141,]  1.23127783
##  [142,]  0.19025508
##  [143,]  0.46094408
##  [144,]  2.80345618
##  [145,]  0.85872291
##  [146,]  0.68667976
##  [147,]  0.13987033
##  [148,]  0.70925438
##  [149,]  1.47146422
##  [150,]  1.33406362
##  [151,]  1.14279394
##  [152,]  0.42870853
##  [153,]  0.04709768
##  [154,]  0.23676250
##  [155,]  0.40556082
##  [156,]  0.68841951
##  [157,]  1.32181950
##  [158,]  1.96478213
##  [159,]  0.17101022
##  [160,]  1.23812919
##  [161,]  2.76199306
##  [162,]  0.71794931
##  [163,]  0.66916714
##  [164,]  0.31070752
##  [165,]  0.36805364
##  [166,]  0.17050150
##  [167,]  0.11316316
##  [168,]  0.73380885
##  [169,]  3.76366286
##  [170,]  0.23946702
##  [171,]  0.32061892
##  [172,]  1.00614209
##  [173,]  2.26528044
##  [174,]  0.55156747
##  [175,]  0.38109354
##  [176,]  0.66931603
##  [177,]  0.78037159
##  [178,]  0.62211404
##  [179,]  0.56535321
##  [180,]  0.28380188
##  [181,]  0.26512814
##  [182,]  1.94756002
##  [183,]  1.41684951
##  [184,]  0.59921139
##  [185,]  1.54666408
##  [186,]  0.43900977
##  [187,]  1.26421960
##  [188,]  2.18383236
##  [189,]  0.30236195
##  [190,]  0.46458035
##  [191,]  1.06772811
##  [192,]  0.71860059
##  [193,]  0.28391948
##  [194,]  0.63665825
##  [195,]  0.06895174
##  [196,]  0.73964175
##  [197,]  1.36011703
##  [198,]  0.53717104
##  [199,]  0.86939232
##  [200,]  0.69658316
##  [201,]  0.45463011
##  [202,]  0.20374732
##  [203,]  1.58741852
##  [204,]  1.21967127
##  [205,]  0.58085565
##  [206,]  0.65033957
##  [207,]  0.16447831
##  [208,]  1.49206769
##  [209,]  0.60607753
##  [210,]  1.03174765
##  [211,]  1.34240478
##  [212,]  0.57982169
##  [213,]  1.24858231
##  [214,]  0.86300787
##  [215,]  1.27833122
##  [216,]  0.98949011
##  [217,]  0.97339744
##  [218,]  0.56917666
##  [219,]  0.99181664
##  [220,]  0.42289976
##  [221,]  0.34259390
##  [222,]  0.20461577
##  [223,]  1.17198131
##  [224,]  1.92676689
##  [225,]  0.65589851
##  [226,]  2.24482206
##  [227,]  0.39961991
##  [228,]  0.44619485
##  [229,]  0.87686524
##  [230,]  0.69526629
##  [231,]  2.64250139
##  [232,]  0.77099148
##  [233,]  1.50132985
##  [234,] -0.01948460
##  [235,]  0.90135116
##  [236,]  1.09979564
##  [237,]  1.39394308
##  [238,]  0.55440681
##  [239,]  0.37292939
##  [240,]  1.00529921
##  [241,]  0.63168696
##  [242,]  1.34160023
##  [243,]  0.83970831
##  [244,]  2.24293345
##  [245,]  0.92926288
##  [246,]  0.27836743
##  [247,]  0.62011760
##  [248,]  2.11907477
##  [249,]  2.14941343
##  [250,]  0.36010880
##  [251,]  2.76413296
##  [252,]  0.53347328
##  [253,]  1.26475088
##  [254,]  0.91580870
##  [255,]  0.30465912
##  [256,]  0.17918817
##  [257,]  0.67107701
##  [258,]  0.87782843
##  [259,]  2.32210189
##  [260,]  1.43900128
##  [261,]  0.43631604
##  [262,]  0.51368106
##  [263,]  1.25760173
##  [264,]  0.90601571
##  [265,]  1.13519699
##  [266,]  0.71913211
##  [267,]  2.73105403
##  [268,]  2.29074034
##  [269,]  2.21337023
##  [270,]  1.11323330
##  [271,]  0.69511321
##  [272,]  0.33455539
##  [273,]  3.20584665
##  [274,]  0.29551787
##  [275,]  1.15974890
##  [276,]  1.11741206
##  [277,]  1.97109579
##  [278,]  0.91193702
##  [279,]  0.61391860
##  [280,]  0.69136070
##  [281,]  0.10466932
##  [282,]  0.74524721
##  [283,]  0.50710027
##  [284,]  0.55951486
##  [285,]  0.50326042
##  [286,]  1.65634647
##  [287,]  0.25812055
##  [288,]  0.29297942
##  [289,]  2.14555683
##  [290,]  0.68613958
##  [291,]  0.65906576
##  [292,]  0.77090153
##  [293,]  0.38272845
##  [294,]  0.56784464
##  [295,]  0.75421917
##  [296,]  1.03691304
##  [297,]  2.85147342
##  [298,]  1.79462505
##  [299,]  1.33356386
##  [300,]  1.41790093
##  [301,]  0.45128666
##  [302,]  0.66329491
##  [303,]  0.76881910
##  [304,]  0.61494760
##  [305,]  0.65677399
##  [306,]  0.36899122
##  [307,]  2.15795591
##  [308,]  0.49989755
##  [309,]  1.57264828
##  [310,]  0.82276192
##  [311,]  0.89870125
##  [312,]  0.68463490
##  [313,]  0.60867964
##  [314,]  1.32052347
##  [315,]  2.64786486
##  [316,]  0.77693259
##  [317,]  0.14787833
##  [318,]  1.74517297
##  [319,]  0.51698209
##  [320,]  0.40901779
##  [321,]  0.37755257
##  [322,]  0.34018431
##  [323,]  0.48707917
##  [324,]  0.27338402
##  [325,]  1.46966901
##  [326,]  0.48035854
##  [327,]  0.53833826
##  [328,]  0.76735036
##  [329,]  0.97454873
##  [330,]  1.22100876
##  [331,]  0.35895063
##  [332,]  0.01373165
##  [333,]  1.48869375
##  [334,]  0.47603000
##  [335,]  0.85073827
##  [336,]  1.78366448
##  [337,]  0.98138323
##  [338,]  1.06303632
##  [339,]  1.00888580
##  [340,]  0.52712616
##  [341,]  0.40981179
##  [342,]  0.50078125
##  [343,]  2.18573249
##  [344,]  0.57524922
##  [345,]  0.97117196
##  [346,]  0.56463788
##  [347,]  0.51922594
##  [348,]  0.65192812
##  [349,]  0.43672735
##  [350,]  0.72952397
##  [351,]  0.42521234
##  [352,]  0.33177869
##  [353,]  0.15641904
##  [354,]  0.43992983
##  [355,]  0.85379143
##  [356,]  0.97993835
##  [357,]  0.80568162
##  [358,]  1.42957485
##  [359,]  1.10031267
##  [360,]  0.82645144
##  [361,]  0.58534428
##  [362,]  1.25750999
##  [363,]  0.37268685
##  [364,]  0.60111150
##  [365,]  0.30092908
##  [366,]  0.92486587
##  [367,]  0.85791977
##  [368,]  1.08233814
##  [369,]  0.84085611
##  [370,]  0.36242275
##  [371,]  0.10254017
##  [372,]  3.75354409
##  [373,]  1.00864087
##  [374,]  1.43213319
##  [375,]  0.95886450
##  [376,]  0.99928835
##  [377,]  0.19000167
##  [378,]  2.91495875
##  [379,]  0.55591806
##  [380,]  0.46341061
##  [381,]  3.67125541
##  [382,]  0.40469146
##  [383,]  0.29910704
##  [384,]  0.26158414
##  [385,]  2.70658878
##  [386,]  0.96615191
##  [387,]  0.33278718
##  [388,]  0.54078808
##  [389,]  0.44949240
##  [390,]  0.60791168
##  [391,]  0.70752867
##  [392,]  0.86255778
##  [393,]  1.21858748
##  [394,]  1.95671541
##  [395,]  1.33791867
##  [396,]  0.25018804
##  [397,]  1.35229956
##  [398,]  0.40696053
##  [399,]  0.81179696
##  [400,]  1.47683545
##  [401,]  0.16540157
##  [402,]  2.78427653
##  [403,]  0.61049269
##  [404,]  1.33891747
##  [405,]  2.39621251
##  [406,]  1.35456729
##  [407,]  0.34616517
##  [408,]  0.52579480
##  [409,]  0.73185734
##  [410,]  0.37979380
##  [411,]  0.98791866
##  [412,]  0.18646187
##  [413,]  1.65184412
##  [414,]  0.43942188
##  [415,]  1.55570356
##  [416,]  0.51943021
##  [417,]  0.93125213
##  [418,]  1.97191793
##  [419,]  0.75690536
##  [420,]  1.20118008
##  [421,]  1.35870313
##  [422,]  0.69978920
##  [423,]  0.28513275
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##  [984,]  0.81821060
##  [985,]  0.23554829
##  [986,]  0.89462128
##  [987,]  1.20924988
##  [988,]  2.99808853
##  [989,]  2.14065909
##  [990,]  0.35913275
##  [991,]  0.46997315
##  [992,]  0.20079521
##  [993,]  0.24895065
##  [994,]  0.85631779
##  [995,]  2.18833795
##  [996,]  0.95647536
##  [997,]  1.10078775
##  [998,]  1.33146292
##  [999,]  0.19913616
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
## 4             1                         -1                         -1
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## 237           1                          1                          0
## 238           1                         -1                         -1
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## 244           1                          1                          0
## 245           1                         -1                         -1
## 246           1                         -1                         -1
## 247           1                         -1                         -1
## 248           1                         -1                         -1
## 249           1                         -1                         -1
## 250           1                         -1                         -1
## 251           1                         -1                         -1
## 252           1                         -1                         -1
## 253           1                         -1                         -1
## 254           1                         -1                         -1
## 255           1                          1                          0
## 256           1                         -1                         -1
## 257           1                          1                          0
## 258           1                          1                          0
## 259           1                          1                          0
## 260           1                         -1                         -1
## 261           1                         -1                         -1
## 262           1                         -1                         -1
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## 264           1                         -1                         -1
## 265           1                         -1                         -1
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## 267           1                         -1                         -1
## 268           1                         -1                         -1
## 269           1                         -1                         -1
## 270           1                         -1                         -1
## 271           1                          1                          0
## 272           1                          0                          1
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## 278           1                         -1                         -1
## 279           1                         -1                         -1
## 280           1                         -1                         -1
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## 283           1                          1                          0
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## 289           1                          0                          1
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## 291           1                         -1                         -1
## 292           1                         -1                         -1
## 293           1                          1                          0
## 294           1                         -1                         -1
## 295           1                         -1                         -1
## 296           1                         -1                         -1
## 297           1                         -1                         -1
## 298           1                          1                          0
## 299           1                         -1                         -1
## 300           1                          1                          0
## 301           1                         -1                         -1
## 302           1                          1                          0
## 303           1                         -1                         -1
## 304           1                         -1                         -1
## 305           1                          1                          0
## 306           1                         -1                         -1
## 307           1                         -1                         -1
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## 309           1                         -1                         -1
## 310           1                         -1                         -1
## 311           1                         -1                         -1
## 312           1                         -1                         -1
## 
## $terms
## si ~ demo$parents_grad_college
## attr(,"variables")
## list(si, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## si                                                0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.


Career Motivation

Next, let’s look into Carer Motivation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0431 0.021529 0.42131 0.00272  0.724
## Residuals                 309   15.7898 0.051100         0.99728       
## Total                     311   15.8329                  1.00000       
## 
## $call
## adonis(formula = cm ~ demo$parents_grad_college)
## 
## $coefficients
##                                    cm1        cm2        cm3        cm4
## (Intercept)                 3.85784422  4.1178627  4.1383274  4.1109353
## demo$parents_grad_college1 -0.03694870 -0.1477134 -0.1980288 -0.1109353
## demo$parents_grad_college2  0.01715578  0.2571373  0.3616726  0.2640647
##                                   cm5
## (Intercept)                 3.8779363
## demo$parents_grad_college1  0.1071384
## demo$parents_grad_college2 -0.1279363
## 
## $coef.sites
##                                      1           2           3           4
## (Intercept)                 0.13305154  0.16670479  0.56046807  0.13636939
## demo$parents_grad_college1  0.01980059  0.01970770 -0.02556042  0.02604182
## demo$parents_grad_college2 -0.03740170 -0.03902048  0.04650685 -0.04866974
##                                      5           6           7           8
## (Intercept)                 0.13305154  0.12958594  0.13164889  0.13305154
## demo$parents_grad_college1  0.01980059  0.02617035  0.02807271  0.01980059
## demo$parents_grad_college2 -0.03740170 -0.04862826 -0.04987009 -0.03740170
##                                      9          10          11          12
## (Intercept)                 0.12755610  0.56046807  0.16029768  0.13305154
## demo$parents_grad_college1  0.02474644 -0.02556042  0.03169397  0.01980059
## demo$parents_grad_college2 -0.04693427  0.04650685 -0.05737377 -0.03740170
##                                     13          14          15          16
## (Intercept)                 0.13305154  0.13679194  0.13305154  0.13679194
## demo$parents_grad_college1  0.01980059  0.03132599  0.01980059  0.03132599
## demo$parents_grad_college2 -0.03740170 -0.05461031 -0.03740170 -0.05461031
##                                     17          18          19          20
## (Intercept)                 0.13305154  0.13003943  0.13305154  0.13679194
## demo$parents_grad_college1  0.01980059  0.03124523  0.01980059  0.03132599
## demo$parents_grad_college2 -0.03740170 -0.05435820 -0.03740170 -0.05461031
##                                     21          22           23          24
## (Intercept)                 0.12755610  0.13305154  0.395749281  0.13310593
## demo$parents_grad_college1  0.02474644  0.01980059  0.005209672  0.03297011
## demo$parents_grad_college2 -0.04693427 -0.03740170 -0.005854635 -0.05733809
##                                     25          26          27          28
## (Intercept)                 0.13305154  0.56046807  0.12755610  0.13679194
## demo$parents_grad_college1  0.01980059 -0.02556042  0.02474644  0.03132599
## demo$parents_grad_college2 -0.03740170  0.04650685 -0.04693427 -0.05461031
##                                     29          30          31          32
## (Intercept)                 0.13305154  0.29902145  0.51399396  0.51364171
## demo$parents_grad_college1  0.01980059  0.01628901 -0.01698008 -0.01792568
## demo$parents_grad_college2 -0.03740170 -0.02769443  0.03249560  0.03284785
##                                     33          34          35          36
## (Intercept)                 0.56046807  0.13305154  0.14567300  0.14072020
## demo$parents_grad_college1 -0.02556042  0.01980059  0.03588262  0.02437131
## demo$parents_grad_college2  0.04650685 -0.03740170 -0.06341534 -0.04251629
##                                     37          38           39          40
## (Intercept)                 0.15856659  0.56046807  0.391850344  0.13305154
## demo$parents_grad_college1  0.03511921 -0.02556042  0.003415918  0.01980059
## demo$parents_grad_college2 -0.06222163  0.04650685 -0.001955698 -0.03740170
##                                     41          42          43          44
## (Intercept)                 0.56046807  0.13305154  0.13305154  0.29679730
## demo$parents_grad_college1 -0.02556042  0.01980059  0.01980059  0.01637824
## demo$parents_grad_college2  0.04650685 -0.03740170 -0.03740170 -0.02547028
##                                     45          46          47          48
## (Intercept)                 0.12804135  0.21792723  0.21444408  0.56046807
## demo$parents_grad_college1  0.02968421  0.02606784  0.01560316 -0.02556042
## demo$parents_grad_college2 -0.05251845 -0.04553560 -0.03248817  0.04650685
##                                     49           50          51          52
## (Intercept)                 0.13588479  0.397577758  0.56046807  0.22192007
## demo$parents_grad_college1  0.02596081 -0.000142852 -0.02556042  0.02925903
## demo$parents_grad_college2 -0.04428881  0.002316888  0.04650685 -0.04978045
##                                     53          54          55          56
## (Intercept)                 0.16329474  0.56046807  0.13003943  0.14567300
## demo$parents_grad_college1  0.03537567 -0.02556042  0.03124523  0.03588262
## demo$parents_grad_college2 -0.06040698  0.04650685 -0.05435820 -0.06341534
##                                     57          58          59           60
## (Intercept)                 0.15037939  0.13305154  0.13305154  0.442371286
## demo$parents_grad_college1  0.02904086  0.01980059  0.01980059 -0.004385048
## demo$parents_grad_college2 -0.04862049 -0.03740170 -0.03740170  0.006441710
##                                     61          62          63          64
## (Intercept)                 0.13305154  0.15317714  0.13322810  0.16989502
## demo$parents_grad_college1  0.01980059  0.02910655  0.02447973  0.02709087
## demo$parents_grad_college2 -0.03740170 -0.05081714 -0.04589375 -0.04614080
##                                     65          66          67          68
## (Intercept)                 0.14444296  0.14864732  0.13305154  0.13322810
## demo$parents_grad_college1  0.03012484  0.02619069  0.01980059  0.02447973
## demo$parents_grad_college2 -0.05233661 -0.04670074 -0.03740170 -0.04589375
##                                     69          70          71          72
## (Intercept)                 0.14974548  0.12755610  0.13305154  0.24384524
## demo$parents_grad_college1  0.02628983  0.02474644  0.01980059  0.02207021
## demo$parents_grad_college2 -0.04779890 -0.04693427 -0.03740170 -0.03768721
##                                     73          74          75          76
## (Intercept)                 0.13679194  0.13305154  0.13305154  0.12804135
## demo$parents_grad_college1  0.03132599  0.01980059  0.01980059  0.02968421
## demo$parents_grad_college2 -0.05461031 -0.03740170 -0.03740170 -0.05251845
##                                     77          78          79          80
## (Intercept)                 0.13305154  0.56046807  0.13679194  0.13305154
## demo$parents_grad_college1  0.01980059 -0.02556042  0.03132599  0.01980059
## demo$parents_grad_college2 -0.03740170  0.04650685 -0.05461031 -0.03740170
##                                     81          82          83          84
## (Intercept)                 0.13305154  0.18195473  0.29948848  0.13115858
## demo$parents_grad_college1  0.01980059  0.03167352  0.01329493  0.02307400
## demo$parents_grad_college2 -0.03740170 -0.05693956 -0.01954078 -0.04424852
##                                     85          86          87          88
## (Intercept)                 0.13679194  0.12755610  0.14349188  0.27077877
## demo$parents_grad_college1  0.03132599  0.02474644  0.03413786  0.01805106
## demo$parents_grad_college2 -0.05461031 -0.04693427 -0.06131025 -0.02883181
##                                     89          90          91          92
## (Intercept)                 0.13305154  0.15209526  0.13305154  0.12755610
## demo$parents_grad_college1  0.01980059  0.02782213  0.01980059  0.02474644
## demo$parents_grad_college2 -0.03740170 -0.04953685 -0.03740170 -0.04693427
##                                      93          94          95          96
## (Intercept)                 0.429861162  0.13305154  0.12755610  0.14072020
## demo$parents_grad_college1 -0.003614692  0.01980059  0.02474644  0.02437131
## demo$parents_grad_college2  0.008535167 -0.03740170 -0.04693427 -0.04251629
##                                     97          98          99         100
## (Intercept)                 0.13523228  0.56046807  0.18776886  0.13305154
## demo$parents_grad_college1  0.02109759 -0.02556042  0.02454385  0.01980059
## demo$parents_grad_college2 -0.03887464  0.04650685 -0.04173467 -0.03740170
##                                    101         102         103         104
## (Intercept)                 0.13305154  0.13305154  0.15026317  0.13367878
## demo$parents_grad_college1  0.01980059  0.01980059  0.02208653  0.02961813
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04297781 -0.05166094
##                                    105          106         107         108
## (Intercept)                 0.13305154  0.391604507  0.13305154  0.13322810
## demo$parents_grad_college1  0.01980059  0.003661755  0.01980059  0.02447973
## demo$parents_grad_college2 -0.03740170 -0.001709861 -0.03740170 -0.04589375
##                                    109         110         111         112
## (Intercept)                 0.56046807  0.13475397  0.13305154  0.56046807
## demo$parents_grad_college1 -0.02556042  0.02971759  0.01980059 -0.02556042
## demo$parents_grad_college2  0.04650685 -0.05273614 -0.03740170  0.04650685
##                                    113         114         115         116
## (Intercept)                 0.13305154  0.13305154  0.14349188  0.13305154
## demo$parents_grad_college1  0.01980059  0.01980059  0.03413786  0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.06131025 -0.03740170
##                                    117         118         119         120
## (Intercept)                 0.13305154  0.17671250  0.56046807  0.12755610
## demo$parents_grad_college1  0.01980059  0.01901561 -0.02556042  0.02474644
## demo$parents_grad_college2 -0.03740170 -0.03125429  0.04650685 -0.04693427
##                                    121         122         123         124
## (Intercept)                 0.13305154  0.13305154  0.13305154  0.17984320
## demo$parents_grad_college1  0.01980059  0.01980059  0.01980059  0.03170411
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.05505084
##                                    125         126         127         128
## (Intercept)                 0.13305154  0.13305154  0.20362666  0.13679194
## demo$parents_grad_college1  0.01980059  0.01980059  0.02825128  0.03132599
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04819167 -0.05461031
##                                    129         130         131         132
## (Intercept)                 0.13305154  0.13305154  0.15209526  0.13305154
## demo$parents_grad_college1  0.01980059  0.01980059  0.02782213  0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04953685 -0.03740170
##                                    133         134         135         136
## (Intercept)                 0.13305154  0.13305154  0.13305154  0.14567300
## demo$parents_grad_college1  0.01980059  0.01980059  0.01980059  0.03588262
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.06341534
##                                    137         138         139         140
## (Intercept)                 0.13305154  0.51399396  0.12804135  0.13305154
## demo$parents_grad_college1  0.01980059 -0.01698008  0.02968421  0.01980059
## demo$parents_grad_college2 -0.03740170  0.03249560 -0.05251845 -0.03740170
##                                    141         142         143         144
## (Intercept)                 0.13636939  0.12755610  0.13305154  0.13679194
## demo$parents_grad_college1  0.02604182  0.02474644  0.01980059  0.03132599
## demo$parents_grad_college2 -0.04866974 -0.04693427 -0.03740170 -0.05461031
##                                    145         146         147         148
## (Intercept)                 0.13322810  0.14567300  0.13305154  0.13679194
## demo$parents_grad_college1  0.02447973  0.03588262  0.01980059  0.03132599
## demo$parents_grad_college2 -0.04589375 -0.06341534 -0.03740170 -0.05461031
##                                    149         150         151         152
## (Intercept)                 0.56046807  0.13428126  0.13305154  0.13305154
## demo$parents_grad_college1 -0.02556042  0.02457936  0.01980059  0.01980059
## demo$parents_grad_college2  0.04650685 -0.04694691 -0.03740170 -0.03740170
##                                    153         154         155         156
## (Intercept)                 0.13310593  0.13636939  0.13588479  0.13305154
## demo$parents_grad_college1  0.03297011  0.02604182  0.02596081  0.01980059
## demo$parents_grad_college2 -0.05733809 -0.04866974 -0.04428881 -0.03740170
##                                    157         158         159         160
## (Intercept)                 0.13305154  0.13679194  0.12755610  0.14349188
## demo$parents_grad_college1  0.01980059  0.03132599  0.02474644  0.03413786
## demo$parents_grad_college2 -0.03740170 -0.05461031 -0.04693427 -0.06131025
##                                    161         162         163         164
## (Intercept)                 0.13588479  0.56046807  0.13305154  0.13305154
## demo$parents_grad_college1  0.02596081 -0.02556042  0.01980059  0.01980059
## demo$parents_grad_college2 -0.04428881  0.04650685 -0.03740170 -0.03740170
##                                    165         166         167         168
## (Intercept)                 0.13523228  0.13305154  0.13305154  0.13679194
## demo$parents_grad_college1  0.02109759  0.01980059  0.01980059  0.03132599
## demo$parents_grad_college2 -0.03887464 -0.03740170 -0.03740170 -0.05461031
##                                    169         170         171         172
## (Intercept)                 0.13305154  0.29679730  0.56046807  0.13475397
## demo$parents_grad_college1  0.01980059  0.01637824 -0.02556042  0.02971759
## demo$parents_grad_college2 -0.03740170 -0.02547028  0.04650685 -0.05273614
##                                    173         174         175         176
## (Intercept)                 0.15387273  0.13523228  0.13372082  0.13900203
## demo$parents_grad_college1  0.03074745  0.02109759  0.02453575  0.01935060
## demo$parents_grad_college2 -0.05151273 -0.03887464 -0.04268233 -0.03601888
##                                    177         178         179         180
## (Intercept)                 0.46991251  0.13676976  0.15317714  0.14974548
## demo$parents_grad_college1 -0.01035247  0.01807384  0.02910655  0.02628983
## demo$parents_grad_college2  0.02054443 -0.03459816 -0.05081714 -0.04779890
##                                    181         182         183         184
## (Intercept)                 0.13305154  0.28314461  0.56046807  0.13305154
## demo$parents_grad_college1  0.01980059  0.01173129 -0.02556042  0.01980059
## demo$parents_grad_college2 -0.03740170 -0.01695196  0.04650685 -0.03740170
##                                    185         186          187         188
## (Intercept)                 0.15107416  0.13679194  0.471448616  0.22646703
## demo$parents_grad_college1  0.02043968  0.03132599 -0.009401014  0.02663993
## demo$parents_grad_college2 -0.03588863 -0.05461031  0.019008317 -0.04626289
##                                    189         190         191         192
## (Intercept)                 0.13305154  0.13305154  0.29696949  0.12755610
## demo$parents_grad_college1  0.01980059  0.01980059  0.01620605  0.02474644
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.02564247 -0.04693427
##                                    193         194         195         196
## (Intercept)                 0.13475397  0.13305154  0.56046807  0.13679194
## demo$parents_grad_college1  0.02971759  0.01980059 -0.02556042  0.03132599
## demo$parents_grad_college2 -0.05273614 -0.03740170  0.04650685 -0.05461031
##                                    197         198         199         200
## (Intercept)                 0.14212374  0.13305154  0.12804135  0.13372082
## demo$parents_grad_college1  0.02858035  0.01980059  0.02968421  0.02453575
## demo$parents_grad_college2 -0.05052776 -0.03740170 -0.05251845 -0.04268233
##                                    201         202         203           204
## (Intercept)                 0.21792723  0.12755610  0.13305154  0.3968228885
## demo$parents_grad_college1  0.02606784  0.02474644  0.01980059 -0.0004085206
## demo$parents_grad_college2 -0.04553560 -0.04693427 -0.03740170  0.0026871419
##                                    205         206         207         208
## (Intercept)                 0.15139880  0.56046807  0.13372082  0.13372082
## demo$parents_grad_college1  0.02252738 -0.02556042  0.02453575  0.02453575
## demo$parents_grad_college2 -0.04363826  0.04650685 -0.04268233 -0.04268233
##                                    209         210         211         212
## (Intercept)                 0.13588479  0.13679194  0.56046807  0.12755610
## demo$parents_grad_college1  0.02596081  0.03132599 -0.02556042  0.02474644
## demo$parents_grad_college2 -0.04428881 -0.05461031  0.04650685 -0.04693427
##                                    213         214         215         216
## (Intercept)                 0.13305154  0.13305154  0.13305154  0.56046807
## demo$parents_grad_college1  0.01980059  0.01980059  0.01980059 -0.02556042
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170  0.04650685
##                                    217         218         219         220
## (Intercept)                 0.13305154  0.13305154  0.13305154  0.13305154
## demo$parents_grad_college1  0.01980059  0.01980059  0.01980059  0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.03740170
##                                    221         222         223         224
## (Intercept)                 0.13305154  0.13305154  0.13305154  0.13523228
## demo$parents_grad_college1  0.01980059  0.01980059  0.01980059  0.02109759
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.03887464
##                                    225         226         227         228
## (Intercept)                 0.16329474  0.14229942  0.18730684  0.12755610
## demo$parents_grad_college1  0.03537567  0.02077832  0.02249195  0.02474644
## demo$parents_grad_college2 -0.06040698 -0.03853995 -0.04064133 -0.04693427
##                                    229         230         231         232
## (Intercept)                 0.56046807  0.56046807  0.13164889  0.13305154
## demo$parents_grad_college1 -0.02556042 -0.02556042  0.02807271  0.01980059
## demo$parents_grad_college2  0.04650685  0.04650685 -0.04987009 -0.03740170
##                                    233         234         235          236
## (Intercept)                 0.12755610  0.12804135  0.56046807  0.391604507
## demo$parents_grad_college1  0.02474644  0.02968421 -0.02556042  0.003661755
## demo$parents_grad_college2 -0.04693427 -0.05251845  0.04650685 -0.001709861
##                                    237         238         239         240
## (Intercept)                 0.13305154  0.15209526  0.13305154  0.13588479
## demo$parents_grad_college1  0.01980059  0.02782213  0.01980059  0.02596081
## demo$parents_grad_college2 -0.03740170 -0.04953685 -0.03740170 -0.04428881
##                                    241         242         243         244
## (Intercept)                 0.13679194  0.13305154  0.17193960  0.13305154
## demo$parents_grad_college1  0.03132599  0.01980059  0.02705644  0.01980059
## demo$parents_grad_college2 -0.05461031 -0.03740170 -0.04797530 -0.03740170
##                                    245         246         247         248
## (Intercept)                 0.13523228  0.13305154  0.13679194  0.29887849
## demo$parents_grad_college1  0.02109759  0.01980059  0.03132599  0.01689748
## demo$parents_grad_college2 -0.03887464 -0.03740170 -0.05461031 -0.02785936
##                                    249         250         251         252
## (Intercept)                 0.13305154  0.13305154  0.13164889  0.13305154
## demo$parents_grad_college1  0.01980059  0.01980059  0.02807271  0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.04987009 -0.03740170
##                                    253         254         255         256
## (Intercept)                 0.12958594  0.13305154  0.13679194  0.18730684
## demo$parents_grad_college1  0.02617035  0.01980059  0.03132599  0.02249195
## demo$parents_grad_college2 -0.04862826 -0.03740170 -0.05461031 -0.04064133
##                                    257         258         259         260
## (Intercept)                 0.14555506  0.16816161  0.13115858  0.20510324
## demo$parents_grad_college1  0.01970532  0.02007513  0.02307400  0.02557662
## demo$parents_grad_college2 -0.03944664 -0.03954848 -0.04424852 -0.04170804
##                                    261         262         263         264
## (Intercept)                 0.13305154  0.35557937  0.27095695  0.56046807
## demo$parents_grad_college1  0.01980059  0.00884690  0.01787288 -0.02556042
## demo$parents_grad_college2 -0.03740170 -0.01098458 -0.02900999  0.04650685
##                                    265         266         267         268
## (Intercept)                 0.56046807  0.13305154  0.13523228  0.13305154
## demo$parents_grad_college1 -0.02556042  0.01980059  0.02109759  0.01980059
## demo$parents_grad_college2  0.04650685 -0.03740170 -0.03887464 -0.03740170
##                                    269         270         271         272
## (Intercept)                 0.13305154  0.13523228  0.13428126  0.20217808
## demo$parents_grad_college1  0.01980059  0.02109759  0.02457936  0.03227085
## demo$parents_grad_college2 -0.03740170 -0.03887464 -0.04694691 -0.05479234
##                                    273         274         275         276
## (Intercept)                 0.12755610  0.33186249  0.13428126  0.13964479
## demo$parents_grad_college1  0.02474644  0.01225592  0.02457936  0.03571479
## demo$parents_grad_college2 -0.04693427 -0.02074749 -0.04694691 -0.06387696
##                                    277         278         279         280
## (Intercept)                 0.13305154  0.13305154  0.29905069  0.51399396
## demo$parents_grad_college1  0.01980059  0.01980059  0.01672528 -0.01698008
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.02803155  0.03249560
##                                    281         282         283         284
## (Intercept)                 0.13305154  0.56046807  0.13305154  0.14864732
## demo$parents_grad_college1  0.01980059 -0.02556042  0.01980059  0.02619069
## demo$parents_grad_college2 -0.03740170  0.04650685 -0.03740170 -0.04670074
##                                    285         286         287         288
## (Intercept)                 0.13428126  0.16251771  0.13305154  0.12755610
## demo$parents_grad_college1  0.02457936  0.03356123  0.01980059  0.02474644
## demo$parents_grad_college2 -0.04694691 -0.06015771 -0.03740170 -0.04693427
##                                    289         290         291         292
## (Intercept)                 0.12804135  0.12804135  0.56046807  0.13305154
## demo$parents_grad_college1  0.02968421  0.02968421 -0.02556042  0.01980059
## demo$parents_grad_college2 -0.05251845 -0.05251845  0.04650685 -0.03740170
##                                    293         294         295         296
## (Intercept)                 0.13305154  0.13305154  0.13305154  0.13305154
## demo$parents_grad_college1  0.01980059  0.01980059  0.01980059  0.01980059
## demo$parents_grad_college2 -0.03740170 -0.03740170 -0.03740170 -0.03740170
##                                    297         298         299         300
## (Intercept)                 0.13679194  0.56046807  0.21993407  0.13305154
## demo$parents_grad_college1  0.03132599 -0.02556042  0.02598887  0.01980059
## demo$parents_grad_college2 -0.05461031  0.04650685 -0.04754243 -0.03740170
##                                    301         302         303         304
## (Intercept)                 0.56046807  0.14444296  0.13305154  0.13061795
## demo$parents_grad_college1 -0.02556042  0.03012484  0.01980059  0.02627005
## demo$parents_grad_college2  0.04650685 -0.05233661 -0.03740170 -0.04966026
##                                    305         306         307         308
## (Intercept)                 0.12958594  0.51478307  0.13003943  0.13900203
## demo$parents_grad_college1  0.02617035 -0.01707700  0.03124523  0.01935060
## demo$parents_grad_college2 -0.04862826  0.03170648 -0.05435820 -0.03601888
##                                    309         310         311         312
## (Intercept)                 0.16109183  0.56046807  0.13679194  0.13305154
## demo$parents_grad_college1  0.02961034 -0.02556042  0.03132599  0.01980059
## demo$parents_grad_college2 -0.04945212  0.04650685 -0.05461031 -0.03740170
## 
## $f.perms
##                 [,1]
##    [1,]  1.789553407
##    [2,]  1.533069046
##    [3,]  0.273739347
##    [4,]  0.695808903
##    [5,]  2.428904928
##    [6,]  0.326924682
##    [7,]  0.089327075
##    [8,]  1.818969758
##    [9,]  1.835934576
##   [10,]  2.131952483
##   [11,]  1.530811454
##   [12,]  1.623560756
##   [13,]  0.069425397
##   [14,]  0.224658855
##   [15,]  0.983798590
##   [16,]  0.769079955
##   [17,]  1.637825499
##   [18,]  0.849859151
##   [19,]  0.113185789
##   [20,]  0.887338027
##   [21,]  0.719398167
##   [22,]  2.068297037
##   [23,]  0.903006321
##   [24,]  2.336480641
##   [25,]  3.241066490
##   [26,]  0.206092598
##   [27,]  0.646568412
##   [28,]  0.035864584
##   [29,]  0.837802249
##   [30,]  0.289369359
##   [31,]  1.319409260
##   [32,]  1.550859445
##   [33,]  0.372248415
##   [34,]  0.367613572
##   [35,]  1.437709042
##   [36,]  0.823218153
##   [37,]  1.524349621
##   [38,]  0.173172727
##   [39,]  2.260645845
##   [40,]  0.686703608
##   [41,]  0.644120195
##   [42,]  1.053172381
##   [43,]  1.489932990
##   [44,]  0.225652321
##   [45,]  1.468834924
##   [46,]  0.894955632
##   [47,]  0.238794333
##   [48,]  1.728048004
##   [49,]  1.284239624
##   [50,]  0.569942464
##   [51,]  1.972827341
##   [52,]  0.797132316
##   [53,]  0.310170360
##   [54,]  1.494466429
##   [55,]  1.342843980
##   [56,]  0.752755494
##   [57,]  0.449300607
##   [58,]  0.198350460
##   [59,]  1.672723884
##   [60,]  0.178768518
##   [61,]  4.281598816
##   [62,]  0.464907537
##   [63,]  0.480573019
##   [64,]  0.189794058
##   [65,]  2.633880369
##   [66,]  4.005635244
##   [67,]  0.852321093
##   [68,]  0.576241452
##   [69,]  0.482297358
##   [70,]  0.335622828
##   [71,]  1.230113002
##   [72,]  0.622875627
##   [73,]  1.200846019
##   [74,]  0.223151005
##   [75,]  0.450526493
##   [76,]  0.272703438
##   [77,]  0.241051836
##   [78,]  0.645024083
##   [79,]  0.208856948
##   [80,]  1.184067923
##   [81,]  0.517540793
##   [82,]  2.465063659
##   [83,]  2.242078750
##   [84,]  2.639607277
##   [85,]  1.061878275
##   [86,]  0.379339430
##   [87,]  0.241643353
##   [88,]  1.147826650
##   [89,]  0.228169324
##   [90,]  0.383965453
##   [91,]  1.853557360
##   [92,]  0.468658487
##   [93,]  1.107611573
##   [94,]  2.497590071
##   [95,]  0.898041694
##   [96,]  0.417918910
##   [97,]  7.705220642
##   [98,]  0.409357629
##   [99,]  0.463435862
##  [100,]  2.191412274
##  [101,]  0.743361019
##  [102,]  2.117948235
##  [103,]  0.655168550
##  [104,]  0.239034457
##  [105,]  2.391795547
##  [106,]  0.032411031
##  [107,]  0.472528739
##  [108,]  0.413421289
##  [109,]  0.939670665
##  [110,] -0.012839318
##  [111,]  0.306227181
##  [112,]  1.024866398
##  [113,]  0.426516938
##  [114,]  0.513714431
##  [115,]  1.223888038
##  [116,]  0.192638686
##  [117,]  0.098653429
##  [118,]  2.040277142
##  [119,]  1.939508062
##  [120,]  0.334566140
##  [121,]  5.362737498
##  [122,]  1.334191668
##  [123,]  0.315366298
##  [124,]  2.504608333
##  [125,]  1.090951136
##  [126,]  0.219432469
##  [127,]  0.124747760
##  [128,]  0.344317766
##  [129,]  0.130215459
##  [130,]  0.821626771
##  [131,]  1.833471571
##  [132,]  0.504078823
##  [133,]  2.358465901
##  [134,]  0.165654717
##  [135,]  0.406944411
##  [136,]  0.987394809
##  [137,]  0.937300349
##  [138,]  1.049621612
##  [139,]  0.788566178
##  [140,]  1.504584386
##  [141,]  0.850781601
##  [142,]  1.091919370
##  [143,]  0.041555021
##  [144,]  0.551315689
##  [145,]  0.863823244
##  [146,]  1.007234022
##  [147,]  1.865152265
##  [148,]  1.402507457
##  [149,]  0.150098992
##  [150,]  2.916234653
##  [151,]  1.280434967
##  [152,]  0.357030675
##  [153,]  0.483820401
##  [154,]  0.132772736
##  [155,]  0.244845918
##  [156,]  0.725632042
##  [157,]  1.191350111
##  [158,]  1.430635707
##  [159,]  1.153894181
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##  [939,]  0.194810491
##  [940,]  3.132334717
##  [941,]  1.313915061
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##  [945,]  0.850102840
##  [946,]  0.437194771
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##  [950,]  2.093962999
##  [951,]  1.622408344
##  [952,]  0.296461557
##  [953,]  1.116561776
##  [954,]  1.773304161
##  [955,]  1.320663618
##  [956,]  2.880515106
##  [957,]  1.335055241
##  [958,]  1.375838978
##  [959,]  0.739729597
##  [960,]  0.236290197
##  [961,]  4.014481425
##  [962,]  0.283754599
##  [963,]  1.332779400
##  [964,]  1.026124270
##  [965,]  1.605786310
##  [966,]  1.310086912
##  [967,]  0.670970352
##  [968,]  0.756127500
##  [969,]  0.963327811
##  [970,]  0.880732242
##  [971,]  0.867734816
##  [972,]  1.255226846
##  [973,]  1.885212531
##  [974,]  0.853371429
##  [975,]  0.758814680
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##  [979,]  0.447770476
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##  [984,]  1.659617681
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##  [987,]  0.249228930
##  [988,]  1.685595650
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##  [993,]  1.265890980
##  [994,]  4.053880648
##  [995,]  1.300603134
##  [996,]  3.141249493
##  [997,]  0.061333702
##  [998,]  0.546320430
##  [999,]  0.759598767
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
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## 305           1                          1                          0
## 306           1                         -1                         -1
## 307           1                         -1                         -1
## 308           1                         -1                         -1
## 309           1                         -1                         -1
## 310           1                         -1                         -1
## 311           1                         -1                         -1
## 312           1                         -1                         -1
## 
## $terms
## cm ~ demo$parents_grad_college
## attr(,"variables")
## list(cm, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## cm                                                0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.


Intrinsic Motivation

Now, Intrinsic Motivation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0267 0.013359 0.46986 0.00303  0.678
## Residuals                 309    8.7852 0.028431         0.99697       
## Total                     311    8.8119                  1.00000       
## 
## $call
## adonis(formula = im ~ demo$parents_grad_college)
## 
## $coefficients
##                                   im1         im2         im3         im4
## (Intercept)                 4.1120558  4.05518557  3.93996263 3.815650125
## demo$parents_grad_college1  0.1566010 -0.01040945 -0.01458950 0.005245397
## demo$parents_grad_college2 -0.1120558  0.06981443  0.06003737 0.059349875
##                                   im5
## (Intercept)                3.92037702
## demo$parents_grad_college1 0.03484686
## demo$parents_grad_college2 0.07962298
## 
## $coef.sites
##                                       1           2           3           4
## (Intercept)                 0.131186583  0.13640219  0.11344760  0.20069940
## demo$parents_grad_college1  0.001773432  0.01338455  0.01965534  0.01896387
## demo$parents_grad_college2 -0.010960306 -0.01935421 -0.02373247 -0.01784136
##                                       5           6           7            8
## (Intercept)                 0.120266242  0.12609805  0.23979015  0.120582332
## demo$parents_grad_college1  0.007884713  0.02902039  0.02192495  0.004263573
## demo$parents_grad_college2 -0.014456171 -0.03456467 -0.02014848 -0.009216705
##                                       9           10          11           12
## (Intercept)                 0.117970138  0.572111012  0.12286645  0.117970138
## demo$parents_grad_college1  0.006137558 -0.009040804  0.01461360  0.006137558
## demo$parents_grad_college2 -0.012160068  0.016215454 -0.02261194 -0.012160068
##                                     13          14          15           16
## (Intercept)                 0.11385505  0.10582975  0.11804406  0.131186583
## demo$parents_grad_college1  0.02399972  0.02464758  0.01720199  0.001773432
## demo$parents_grad_college2 -0.02995387 -0.02786039 -0.02146206 -0.010960306
##                                      17          18           19          20
## (Intercept)                 0.131186583  0.11385505  0.131186583  0.13424005
## demo$parents_grad_college1  0.001773432  0.02399972  0.001773432  0.01657077
## demo$parents_grad_college2 -0.010960306 -0.02995387 -0.010960306 -0.01719207
##                                      21          22          23          24
## (Intercept)                 0.131186583  0.11071197  0.20005374  0.12609805
## demo$parents_grad_college1  0.001773432  0.02161471  0.01941251  0.02902039
## demo$parents_grad_college2 -0.010960306 -0.02681079 -0.01719570 -0.03456467
##                                     25           26          27          28
## (Intercept)                 0.12327019  0.572111012  0.11601084  0.11630952
## demo$parents_grad_college1  0.01016397 -0.009040804  0.01046443  0.02655950
## demo$parents_grad_college2 -0.01746012  0.016215454 -0.01517999 -0.03168401
##                                      29          30          31           32
## (Intercept)                 0.131186583  0.10582975  0.10873000  0.419123998
## demo$parents_grad_college1  0.001773432  0.02464758  0.01512442  0.008799039
## demo$parents_grad_college2 -0.010960306 -0.02786039 -0.01901487 -0.003502583
##                                     33          34          35          36
## (Intercept)                 0.19639399  0.13386263  0.12609805  0.11520639
## demo$parents_grad_college1  0.02343288  0.02332002  0.02902039  0.02700938
## demo$parents_grad_college2 -0.02279521 -0.02862805 -0.03456467 -0.03058087
##                                      37          38           39           40
## (Intercept)                 0.131186583  0.10582975  0.418823986  0.131186583
## demo$parents_grad_college1  0.001773432  0.02464758  0.007109001  0.001773432
## demo$parents_grad_college2 -0.010960306 -0.02786039 -0.003202571 -0.010960306
##                                      41           42           43          44
## (Intercept)                 0.131186583  0.127196449  0.131186583  0.14047863
## demo$parents_grad_college1  0.001773432  0.007648109  0.001773432  0.02344301
## demo$parents_grad_college2 -0.010960306 -0.016702412 -0.010960306 -0.02691072
##                                     45          46          47          48
## (Intercept)                 0.12452399  0.18409117  0.13534319  0.25089634
## demo$parents_grad_college1  0.02448973  0.02492012  0.01612089  0.01924207
## demo$parents_grad_college2 -0.02656277 -0.02542108 -0.01829521 -0.01537766
##                                     49          50           51          52
## (Intercept)                 0.14427021  0.11366176  0.572111012  0.14315044
## demo$parents_grad_college1  0.02573424  0.00867679 -0.009040804  0.02863095
## demo$parents_grad_college2 -0.03147834 -0.01283091  0.016215454 -0.03035857
##                                     53           54          55          56
## (Intercept)                 0.12170893  0.572111012  0.15980174  0.12641192
## demo$parents_grad_college1  0.02420289 -0.009040804  0.02056951  0.02111862
## demo$parents_grad_college2 -0.02374771  0.016215454 -0.01883528 -0.02279310
##                                     57          58           59          60
## (Intercept)                 0.12609805  0.11520639  0.124566636  0.10582975
## demo$parents_grad_college1  0.02902039  0.02700938  0.001875800  0.02464758
## demo$parents_grad_college2 -0.03456467 -0.03058087 -0.008637817 -0.02786039
##                                      61          62          63          64
## (Intercept)                 0.124566636  0.13616603  0.14315044  0.14315044
## demo$parents_grad_college1  0.001875800  0.01396283  0.02863095  0.02863095
## demo$parents_grad_college2 -0.008637817 -0.02097139 -0.03035857 -0.03035857
##                                     65          66           67           68
## (Intercept)                 0.10582975  0.12295619  0.131186583  0.120582332
## demo$parents_grad_college1  0.02464758  0.01055732  0.001773432  0.004263573
## demo$parents_grad_college2 -0.02786039 -0.01507954 -0.010960306 -0.009216705
##                                     69          70           71          72
## (Intercept)                 0.12641052  0.12065800  0.152594506  0.10873000
## demo$parents_grad_college1  0.01196398  0.01203796  0.004914983  0.01512442
## demo$parents_grad_college2 -0.01853387 -0.02040349 -0.007049783 -0.01901487
##                                      73          74           75          76
## (Intercept)                 0.120582332  0.11104303  0.131186583  0.14199016
## demo$parents_grad_college1  0.004263573  0.01782529  0.001773432  0.02419710
## demo$parents_grad_college2 -0.009216705 -0.02132790 -0.010960306 -0.02305438
##                                     77           78          79           80
## (Intercept)                 0.10873000  0.572111012  0.12744295  0.124950988
## demo$parents_grad_college1  0.01512442 -0.009040804  0.01845599  0.005939644
## demo$parents_grad_college2 -0.01901487  0.016215454 -0.02382413 -0.014456951
##                                     81          82          83          84
## (Intercept)                 0.11104303  0.10582975  0.12007410  0.11827037
## demo$parents_grad_college1  0.01782529  0.02464758  0.02384972  0.01310120
## demo$parents_grad_college2 -0.02132790 -0.02786039 -0.02944448 -0.01743952
##                                     85          86           87          88
## (Intercept)                 0.12170893  0.11520639  0.124950988  0.26641506
## demo$parents_grad_college1  0.02420289  0.02700938  0.005939644  0.02078875
## demo$parents_grad_college2 -0.02374771 -0.03058087 -0.014456951 -0.01869424
##                                      89          90          91          92
## (Intercept)                 0.120582332  0.16407835  0.11601084  0.11333836
## demo$parents_grad_college1  0.004263573  0.02849172  0.01046443  0.01238016
## demo$parents_grad_college2 -0.009216705 -0.02893592 -0.01517999 -0.01818932
##                                     93          94           95          96
## (Intercept)                 0.14427021  0.10582975  0.124566636  0.10582975
## demo$parents_grad_college1  0.02573424  0.02464758  0.001875800  0.02464758
## demo$parents_grad_college2 -0.03147834 -0.02786039 -0.008637817 -0.02786039
##                                     97           98          99          100
## (Intercept)                 0.11366176  0.339230556  0.12609805  0.131186583
## demo$parents_grad_college1  0.00867679  0.012690996  0.02902039  0.001773432
## demo$parents_grad_college2 -0.01283091 -0.007518267 -0.03456467 -0.010960306
##                                    101          102         103         104
## (Intercept)                 0.10873000  0.131186583  0.13666807  0.11520639
## demo$parents_grad_college1  0.01512442  0.001773432  0.01940965  0.02700938
## demo$parents_grad_college2 -0.01901487 -0.010960306 -0.01962009 -0.03058087
##                                     105          106          107         108
## (Intercept)                 0.131186583  0.417215674  0.120582332  0.13277409
## demo$parents_grad_college1  0.001773432  0.006976020  0.004263573  0.02613426
## demo$parents_grad_college2 -0.010960306 -0.001594259 -0.009216705 -0.02753951
##                                    109         110         111          112
## (Intercept)                0.465880106  0.11104303  0.11104303  0.117970138
## demo$parents_grad_college1 0.001396865  0.01782529  0.01782529  0.006137558
## demo$parents_grad_college2 0.002864604 -0.02132790 -0.02132790 -0.012160068
##                                     113         114          115          116
## (Intercept)                 0.131186583  0.11104303  0.572111012  0.131186583
## demo$parents_grad_college1  0.001773432  0.01782529 -0.009040804  0.001773432
## demo$parents_grad_college2 -0.010960306 -0.02132790  0.016215454 -0.010960306
##                                     117         118         119         120
## (Intercept)                 0.131186583  0.12170893  0.13164216  0.11630952
## demo$parents_grad_college1  0.001773432  0.02420289  0.02659864  0.02655950
## demo$parents_grad_college2 -0.010960306 -0.02374771 -0.02640758 -0.03168401
##                                    121          122          123         124
## (Intercept)                 0.11834642  0.131186583  0.131186583  0.10582975
## demo$parents_grad_college1  0.02105124  0.001773432  0.001773432  0.02464758
## demo$parents_grad_college2 -0.02887920 -0.010960306 -0.010960306 -0.02786039
##                                    125         126         127          128
## (Intercept)                 0.16491111  0.12286645  0.15393380  0.400191172
## demo$parents_grad_college1  0.02869727  0.01461360  0.02704108  0.010112123
## demo$parents_grad_college2 -0.02976868 -0.02261194 -0.02705464 -0.003808849
##                                     129          130         131         132
## (Intercept)                 0.131186583  0.131186583  0.21289267  0.11071197
## demo$parents_grad_college1  0.001773432  0.001773432  0.02180262  0.02161471
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.01980869 -0.02681079
##                                     133         134         135         136
## (Intercept)                 0.131186583  0.12547864  0.11071197  0.10873000
## demo$parents_grad_college1  0.001773432  0.01273962  0.02161471  0.01512442
## demo$parents_grad_college2 -0.010960306 -0.01966857 -0.02681079 -0.01901487
##                                     137         138         139          140
## (Intercept)                 0.131186583  0.10873000  0.12262513  0.124566636
## demo$parents_grad_college1  0.001773432  0.01512442  0.01434675  0.001875800
## demo$parents_grad_college2 -0.010960306 -0.01901487 -0.02056243 -0.008637817
##                                     141         142          143          144
## (Intercept)                 0.133828074  0.10582975  0.127224407  0.117970138
## demo$parents_grad_college1  0.003523341  0.02464758  0.007918297  0.006137558
## demo$parents_grad_college2 -0.010696113 -0.02786039 -0.014343613 -0.012160068
##                                    145         146         147          148
## (Intercept)                 0.19536661  0.11601084  0.12327019  0.422040596
## demo$parents_grad_college1  0.02228383  0.01046443  0.01016397  0.010624255
## demo$parents_grad_college2 -0.02176783 -0.01517999 -0.01746012 -0.006419181
##                                     149         150         151          152
## (Intercept)                 0.572111012  0.12400594  0.12276792  0.131186583
## demo$parents_grad_college1 -0.009040804  0.01013393  0.02146656  0.001773432
## demo$parents_grad_college2  0.016215454 -0.01612929 -0.02480671 -0.010960306
##                                    153         154          155          156
## (Intercept)                 0.14315044  0.10582975  0.127196449  0.131186583
## demo$parents_grad_college1  0.02863095  0.02464758  0.007648109  0.001773432
## demo$parents_grad_college2 -0.03035857 -0.02786039 -0.016702412 -0.010960306
##                                     157          158          159          160
## (Intercept)                 0.131186583  0.131186583  0.137833368  0.130921868
## demo$parents_grad_college1  0.001773432  0.001773432  0.005402804  0.005591303
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.014701407 -0.012359255
##                                    161          162          163         164
## (Intercept)                 0.11520639  0.117970138  0.127505546  0.21793251
## demo$parents_grad_college1  0.02700938  0.006137558  0.004105627  0.02547551
## demo$parents_grad_college2 -0.03058087 -0.012160068 -0.011576727 -0.02484853
##                                    165          166          167         168
## (Intercept)                 0.13126866  0.131186583  0.131186583  0.16523122
## demo$parents_grad_college1  0.02176626  0.001773432  0.001773432  0.02550755
## demo$parents_grad_college2 -0.02755638 -0.010960306 -0.010960306 -0.03008878
##                                    169         170         171         172
## (Intercept)                 0.11366176  0.13164216  0.14996696  0.15109959
## demo$parents_grad_college1  0.00867679  0.02659864  0.02324368  0.02583991
## demo$parents_grad_college2 -0.01283091 -0.02640758 -0.02308779 -0.02968703
##                                    173          174          175         176
## (Intercept)                 0.12609805  0.131186583  0.120582332  0.14524585
## demo$parents_grad_college1  0.02902039  0.001773432  0.004263573  0.01636150
## demo$parents_grad_college2 -0.03456467 -0.010960306 -0.009216705 -0.02013336
##                                     177         178         179         180
## (Intercept)                 0.373358557  0.10582975  0.10582975  0.12007410
## demo$parents_grad_college1  0.012007708  0.02464758  0.02464758  0.02384972
## demo$parents_grad_college2 -0.007068827 -0.02786039 -0.02786039 -0.02944448
##                                     181         182         183          184
## (Intercept)                 0.131186583  0.14996696  0.10873000  0.131186583
## demo$parents_grad_college1  0.001773432  0.02324368  0.01512442  0.001773432
## demo$parents_grad_college2 -0.010960306 -0.02308779 -0.01901487 -0.010960306
##                                     185         186         187         188
## (Intercept)                 0.131186583  0.23474847  0.13273069  0.10582975
## demo$parents_grad_college1  0.001773432  0.02503272  0.02378440  0.02464758
## demo$parents_grad_college2 -0.010960306 -0.02510681 -0.02749611 -0.02786039
##                                     189          190          191         192
## (Intercept)                 0.117970138  0.131186583  0.517936524  0.12295619
## demo$parents_grad_college1  0.006137558  0.001773432 -0.002287033  0.01055732
## demo$parents_grad_college2 -0.012160068 -0.010960306  0.008192213 -0.01507954
##                                     193          194         195         196
## (Intercept)                 0.131186583  0.131186583  0.10582975  0.12170893
## demo$parents_grad_college1  0.001773432  0.001773432  0.02464758  0.02420289
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.02786039 -0.02374771
##                                    197         198          199          200
## (Intercept)                 0.10582975  0.18409117  0.127505546  0.131186583
## demo$parents_grad_college1  0.02464758  0.02492012  0.004105627  0.001773432
## demo$parents_grad_college2 -0.02786039 -0.02542108 -0.011576727 -0.010960306
##                                    201         202         203          204
## (Intercept)                 0.16857898  0.11834642  0.11834642  0.131186583
## demo$parents_grad_college1  0.01730695  0.02105124  0.02105124  0.001773432
## demo$parents_grad_college2 -0.02520609 -0.02887920 -0.02887920 -0.010960306
##                                    205          206          207         208
## (Intercept)                 0.11834642  0.572111012  0.131186583  0.11601084
## demo$parents_grad_college1  0.02105124 -0.009040804  0.001773432  0.01046443
## demo$parents_grad_college2 -0.02887920  0.016215454 -0.010960306 -0.01517999
##                                    209         210         211         212
## (Intercept)                 0.18831474  0.15379010  0.12041319  0.12007410
## demo$parents_grad_college1  0.02893812  0.02615593  0.01997015  0.02384972
## demo$parents_grad_college2 -0.02964466 -0.02691093 -0.02383119 -0.02944448
##                                    213         214         215          216
## (Intercept)                 0.14427021  0.13658064  0.11071197 4.280338e-01
## demo$parents_grad_college1  0.02573424  0.02748022  0.02161471 3.955021e-03
## demo$parents_grad_college2 -0.03147834 -0.03134606 -0.02681079 8.759445e-05
##                                    217         218          219          220
## (Intercept)                 0.18260065  0.11071197  0.131186583  0.131186583
## demo$parents_grad_college1  0.02355299  0.02161471  0.001773432  0.001773432
## demo$parents_grad_college2 -0.02403384 -0.02681079 -0.010960306 -0.010960306
##                                     221          222          223          224
## (Intercept)                 0.131186583  0.131186583  0.131186583  0.517936524
## demo$parents_grad_college1  0.001773432  0.001773432  0.001773432 -0.002287033
## demo$parents_grad_college2 -0.010960306 -0.010960306 -0.010960306  0.008192213
##                                    225         226          227         228
## (Intercept)                 0.33254524  0.12609805  0.148775640  0.10873000
## demo$parents_grad_college1  0.01604930  0.02902039  0.007526581  0.01512442
## demo$parents_grad_college2 -0.01219658 -0.03456467 -0.007602595 -0.01901487
##                                    229          230         231          232
## (Intercept)                 0.10582975  0.124566636  0.37664323  0.131186583
## demo$parents_grad_college1  0.02464758  0.001875800  0.01310589  0.001773432
## demo$parents_grad_college2 -0.02786039 -0.008637817 -0.01035350 -0.010960306
##                                    233         234          235         236
## (Intercept)                 0.12170893  0.11366176  0.572111012  0.10582975
## demo$parents_grad_college1  0.02420289  0.00867679 -0.009040804  0.02464758
## demo$parents_grad_college2 -0.02374771 -0.01283091  0.016215454 -0.02786039
##                                     237         238          239          240
## (Intercept)                 0.124566636  0.11366176  0.321675789  0.373592592
## demo$parents_grad_college1  0.001875800  0.00867679  0.010238571  0.011566377
## demo$parents_grad_college2 -0.008637817 -0.01283091 -0.005529561 -0.007302861
##                                    241         242         243          244
## (Intercept)                 0.10582975  0.12170893  0.10582975  0.131186583
## demo$parents_grad_college1  0.02464758  0.02420289  0.02464758  0.001773432
## demo$parents_grad_college2 -0.02786039 -0.02374771 -0.02786039 -0.010960306
##                                    245         246          247         248
## (Intercept)                 0.17327007  0.11630952  0.339230556  0.15182292
## demo$parents_grad_college1  0.02356369  0.02655950  0.012690996  0.02643659
## demo$parents_grad_college2 -0.02363183 -0.03168401 -0.007518267 -0.02494375
##                                    249          250          251         252
## (Intercept)                 0.11071197  0.124950988  0.127224407  0.12295619
## demo$parents_grad_college1  0.02161471  0.005939644  0.007918297  0.01055732
## demo$parents_grad_college2 -0.02681079 -0.014456951 -0.014343613 -0.01507954
##                                    253          254         255         256
## (Intercept)                 0.10582975  0.124566636  0.10582975  0.12609805
## demo$parents_grad_college1  0.02464758  0.001875800  0.02464758  0.02902039
## demo$parents_grad_college2 -0.02786039 -0.008637817 -0.02786039 -0.03456467
##                                    257         258          259          260
## (Intercept)                 0.11366176  0.12681796  0.127224407  0.380899288
## demo$parents_grad_college1  0.00867679  0.01630836  0.007918297  0.007881279
## demo$parents_grad_college2 -0.01283091 -0.02475527 -0.014343613 -0.002704795
##                                    261         262         263          264
## (Intercept)                 0.11601084  0.20803476  0.26641506  0.418580020
## demo$parents_grad_college1  0.01046443  0.02478754  0.02078875  0.009467396
## demo$parents_grad_college2 -0.01517999 -0.02456617 -0.01869424 -0.002958604
##                                     265          266         267         268
## (Intercept)                 0.339230556  0.131186583  0.11520639  0.12276792
## demo$parents_grad_college1  0.012690996  0.001773432  0.02700938  0.02146656
## demo$parents_grad_college2 -0.007518267 -0.010960306 -0.03058087 -0.02480671
##                                    269         270          271         272
## (Intercept)                 0.11601084  0.11385505  0.120582332  0.26337561
## demo$parents_grad_college1  0.01046443  0.02399972  0.004263573  0.02479113
## demo$parents_grad_college2 -0.01517999 -0.02995387 -0.009216705 -0.02607145
##                                     273          274         275         276
## (Intercept)                 0.120582332  0.131186583  0.12148896  0.10873000
## demo$parents_grad_college1  0.004263573  0.001773432  0.01953390  0.01512442
## demo$parents_grad_college2 -0.009216705 -0.010960306 -0.02490696 -0.01901487
##                                    277          278         279         280
## (Intercept)                 0.10582975  0.131186583  0.12536076 0.465633584
## demo$parents_grad_college1  0.02464758  0.001773432  0.01238737 0.003917729
## demo$parents_grad_college2 -0.02786039 -0.010960306 -0.01748411 0.003111126
##                                    281          282          283          284
## (Intercept)                 0.11834642  0.572111012  0.131186583  0.131186583
## demo$parents_grad_college1  0.02105124 -0.009040804  0.001773432  0.001773432
## demo$parents_grad_college2 -0.02887920  0.016215454 -0.010960306 -0.010960306
##                                     285          286         287          288
## (Intercept)                 0.124566636  0.131186583  0.12609805  0.131186583
## demo$parents_grad_college1  0.001875800  0.001773432  0.02902039  0.001773432
## demo$parents_grad_college2 -0.008637817 -0.010960306 -0.03456467 -0.010960306
##                                    289         290          291          292
## (Intercept)                 0.11520639  0.11385505  0.131186583  0.120266242
## demo$parents_grad_college1  0.02700938  0.02399972  0.001773432  0.007884713
## demo$parents_grad_college2 -0.03058087 -0.02995387 -0.010960306 -0.014456171
##                                     293         294          295         296
## (Intercept)                 0.127505546  0.11630952  0.131186583  0.16246258
## demo$parents_grad_college1  0.004105627  0.02655950  0.001773432  0.02396157
## demo$parents_grad_college2 -0.011576727 -0.03168401 -0.010960306 -0.02149611
##                                     297          298         299          300
## (Intercept)                 0.133828074  0.373879423  0.13453532  0.131186583
## demo$parents_grad_college1  0.003523341  0.011377097  0.02689013  0.001773432
## demo$parents_grad_college2 -0.010696113 -0.007589692 -0.02930074 -0.010960306
##                                     301          302          303         304
## (Intercept)                 0.124566636  0.131186583  0.117970138  0.11071197
## demo$parents_grad_college1  0.001875800  0.001773432  0.006137558  0.02161471
## demo$parents_grad_college2 -0.008637817 -0.010960306 -0.012160068 -0.02681079
##                                    305         306         307         308
## (Intercept)                 0.18203752  0.11071197  0.13277409  0.11104303
## demo$parents_grad_college1  0.02039107  0.02161471  0.02613426  0.01782529
## demo$parents_grad_college2 -0.01790349 -0.02681079 -0.02753951 -0.02132790
##                                     309         310         311         312
## (Intercept)                 0.124566636  0.26337561  0.11071197  0.23956753
## demo$parents_grad_college1  0.001875800  0.02479113  0.02161471  0.02121474
## demo$parents_grad_college2 -0.008637817 -0.02607145 -0.02681079 -0.01992586
## 
## $f.perms
##               [,1]
##    [1,] 2.08631501
##    [2,] 1.58150035
##    [3,] 1.30788424
##    [4,] 1.47175599
##    [5,] 1.51597081
##    [6,] 0.15013402
##    [7,] 0.67358406
##    [8,] 0.74046155
##    [9,] 2.77447640
##   [10,] 0.69475603
##   [11,] 2.42721197
##   [12,] 0.54679079
##   [13,] 0.23061933
##   [14,] 0.76492361
##   [15,] 0.88342700
##   [16,] 1.39962887
##   [17,] 0.76791872
##   [18,] 1.94347738
##   [19,] 0.32271435
##   [20,] 0.27537169
##   [21,] 0.13123332
##   [22,] 1.22209588
##   [23,] 1.39506607
##   [24,] 0.95816148
##   [25,] 3.22559175
##   [26,] 0.22634032
##   [27,] 0.75272668
##   [28,] 0.32610797
##   [29,] 0.70153731
##   [30,] 2.20558732
##   [31,] 2.45021345
##   [32,] 1.13604269
##   [33,] 0.75898836
##   [34,] 0.27056576
##   [35,] 1.74704145
##   [36,] 5.09612284
##   [37,] 1.09438146
##   [38,] 0.40057132
##   [39,] 1.48748874
##   [40,] 1.28125253
##   [41,] 0.83144646
##   [42,] 0.35953310
##   [43,] 0.32667388
##   [44,] 0.36428899
##   [45,] 0.38352835
##   [46,] 0.61410265
##   [47,] 1.29339260
##   [48,] 0.97057992
##   [49,] 4.86379230
##   [50,] 1.28612016
##   [51,] 0.37175150
##   [52,] 1.99950140
##   [53,] 0.57307941
##   [54,] 1.10054875
##   [55,] 0.79871728
##   [56,] 0.28248956
##   [57,] 0.37186694
##   [58,] 1.57745100
##   [59,] 0.28351795
##   [60,] 0.62863075
##   [61,] 3.44219468
##   [62,] 0.10836171
##   [63,] 0.44408571
##   [64,] 0.17155181
##   [65,] 2.25597995
##   [66,] 0.99971996
##   [67,] 0.75437417
##   [68,] 0.25405409
##   [69,] 1.77581672
##   [70,] 2.08627834
##   [71,] 1.18729867
##   [72,] 0.89749392
##   [73,] 0.75673799
##   [74,] 0.81121111
##   [75,] 2.41279690
##   [76,] 0.91463907
##   [77,] 0.48912289
##   [78,] 0.73989822
##   [79,] 0.61764156
##   [80,] 0.35050233
##   [81,] 0.35795455
##   [82,] 1.27683997
##   [83,] 0.41334836
##   [84,] 0.61792310
##   [85,] 0.65812781
##   [86,] 0.38971682
##   [87,] 0.82790320
##   [88,] 1.37096135
##   [89,] 0.23573590
##   [90,] 0.28209802
##   [91,] 0.46887586
##   [92,] 0.60659220
##   [93,] 0.71441201
##   [94,] 4.71050656
##   [95,] 0.34330409
##   [96,] 0.54324884
##   [97,] 0.90640087
##   [98,] 0.42161052
##   [99,] 0.89112045
##  [100,] 2.51052042
##  [101,] 0.42363130
##  [102,] 0.51119029
##  [103,] 0.36950693
##  [104,] 0.96432550
##  [105,] 0.30643098
##  [106,] 0.10660124
##  [107,] 0.58829647
##  [108,] 0.39218395
##  [109,] 1.75941438
##  [110,] 0.30643799
##  [111,] 0.82233425
##  [112,] 0.72394007
##  [113,] 2.74217921
##  [114,] 2.11023923
##  [115,] 0.64985113
##  [116,] 1.61218389
##  [117,] 0.52261063
##  [118,] 0.78785144
##  [119,] 0.24587184
##  [120,] 0.25306014
##  [121,] 5.65415749
##  [122,] 0.67930446
##  [123,] 0.56507921
##  [124,] 0.70247802
##  [125,] 0.56323172
##  [126,] 0.38887046
##  [127,] 0.35593104
##  [128,] 0.19391558
##  [129,] 1.39938987
##  [130,] 0.14055980
##  [131,] 1.76095511
##  [132,] 1.76347580
##  [133,] 0.58987259
##  [134,] 0.13778452
##  [135,] 0.53108998
##  [136,] 0.84344827
##  [137,] 0.55475200
##  [138,] 1.41408317
##  [139,] 0.40852728
##  [140,] 0.52126226
##  [141,] 0.78913975
##  [142,] 0.47647167
##  [143,] 0.31900301
##  [144,] 0.83014478
##  [145,] 1.09542191
##  [146,] 0.14833371
##  [147,] 1.00327663
##  [148,] 0.47479533
##  [149,] 1.32679096
##  [150,] 1.18653361
##  [151,] 1.10552697
##  [152,] 1.71571219
##  [153,] 0.48853017
##  [154,] 0.27822818
##  [155,] 0.55559393
##  [156,] 0.66812254
##  [157,] 0.78085233
##  [158,] 1.10016237
##  [159,] 0.93336745
##  [160,] 0.77549677
##  [161,] 0.60938705
##  [162,] 0.77300091
##  [163,] 1.99281334
##  [164,] 0.25380674
##  [165,] 1.25734133
##  [166,] 0.28267786
##  [167,] 0.38688912
##  [168,] 1.89575385
##  [169,] 0.22727808
##  [170,] 0.33740839
##  [171,] 0.23169886
##  [172,] 0.89404913
##  [173,] 2.64278391
##  [174,] 0.53530028
##  [175,] 0.33727433
##  [176,] 1.01118535
##  [177,] 0.53095799
##  [178,] 0.62888469
##  [179,] 1.51381745
##  [180,] 1.43173173
##  [181,] 0.46587725
##  [182,] 1.71937275
##  [183,] 3.00809557
##  [184,] 0.19347826
##  [185,] 3.27919172
##  [186,] 0.50343154
##  [187,] 0.28937310
##  [188,] 1.62528760
##  [189,] 0.57827734
##  [190,] 0.90709356
##  [191,] 1.85641074
##  [192,] 2.05560903
##  [193,] 2.95147676
##  [194,] 0.22776794
##  [195,] 0.58411698
##  [196,] 0.45916753
##  [197,] 1.30413344
##  [198,] 0.94155771
##  [199,] 0.42512601
##  [200,] 0.54450970
##  [201,] 0.26992174
##  [202,] 0.79524755
##  [203,] 1.04199147
##  [204,] 0.84521287
##  [205,] 0.18309950
##  [206,] 1.17210264
##  [207,] 0.11046519
##  [208,] 0.88899088
##  [209,] 0.14222801
##  [210,] 1.18344128
##  [211,] 1.09459263
##  [212,] 0.26362711
##  [213,] 1.21165773
##  [214,] 0.30344464
##  [215,] 0.58212621
##  [216,] 0.30979536
##  [217,] 2.35969214
##  [218,] 2.02649752
##  [219,] 0.87077242
##  [220,] 1.00003615
##  [221,] 0.36894439
##  [222,] 0.52154771
##  [223,] 0.82564433
##  [224,] 5.56054150
##  [225,] 0.63375840
##  [226,] 0.96633915
##  [227,] 0.67590385
##  [228,] 0.60797074
##  [229,] 0.63985494
##  [230,] 0.33769033
##  [231,] 0.99330165
##  [232,] 0.31718593
##  [233,] 2.98329075
##  [234,] 1.65497895
##  [235,] 1.93294015
##  [236,] 0.31384201
##  [237,] 0.67394588
##  [238,] 0.71256969
##  [239,] 0.14571000
##  [240,] 0.89874761
##  [241,] 0.59208845
##  [242,] 1.37680818
##  [243,] 0.52737724
##  [244,] 2.00535672
##  [245,] 2.37405258
##  [246,] 0.85324337
##  [247,] 0.23937992
##  [248,] 0.62903153
##  [249,] 0.74103256
##  [250,] 0.55476553
##  [251,] 0.15158999
##  [252,] 0.51104465
##  [253,] 1.11220962
##  [254,] 0.66554335
##  [255,] 0.95628653
##  [256,] 0.30402407
##  [257,] 0.43310582
##  [258,] 0.12271186
##  [259,] 1.15883974
##  [260,] 1.81041011
##  [261,] 0.94856600
##  [262,] 1.01739490
##  [263,] 0.78621764
##  [264,] 3.18034123
##  [265,] 0.36875718
##  [266,] 0.49410569
##  [267,] 1.16368143
##  [268,] 5.16227700
##  [269,] 2.33878626
##  [270,] 2.80513592
##  [271,] 2.05557658
##  [272,] 0.13790389
##  [273,] 0.78079303
##  [274,] 5.06097874
##  [275,] 0.51949532
##  [276,] 1.46969048
##  [277,] 3.49974000
##  [278,] 0.56100605
##  [279,] 0.25405116
##  [280,] 2.67643628
##  [281,] 0.69872103
##  [282,] 0.07209345
##  [283,] 0.19087678
##  [284,] 1.32932684
##  [285,] 1.31934554
##  [286,] 3.11047210
##  [287,] 0.44449859
##  [288,] 0.64423946
##  [289,] 0.90486347
##  [290,] 0.32663211
##  [291,] 0.41828070
##  [292,] 0.50362554
##  [293,] 2.97483392
##  [294,] 1.92909865
##  [295,] 1.52582381
##  [296,] 0.28045824
##  [297,] 1.60451782
##  [298,] 0.56625944
##  [299,] 1.54625953
##  [300,] 2.53266491
##  [301,] 0.17764021
##  [302,] 0.39699892
##  [303,] 0.80803331
##  [304,] 0.35870159
##  [305,] 0.30241307
##  [306,] 0.37199991
##  [307,] 2.57544385
##  [308,] 0.36331537
##  [309,] 1.06582554
##  [310,] 0.43273322
##  [311,] 0.17344425
##  [312,] 0.49278100
##  [313,] 1.29037032
##  [314,] 1.63371326
##  [315,] 0.54491114
##  [316,] 0.85011515
##  [317,] 0.55638019
##  [318,] 1.64891363
##  [319,] 1.03822653
##  [320,] 1.60331184
##  [321,] 0.31129675
##  [322,] 1.32571096
##  [323,] 0.55019278
##  [324,] 0.34726011
##  [325,] 0.46156699
##  [326,] 0.12059341
##  [327,] 0.31912644
##  [328,] 1.17974243
##  [329,] 1.23059919
##  [330,] 1.78517949
##  [331,] 0.40612957
##  [332,] 0.16570121
##  [333,] 1.99416676
##  [334,] 1.25429729
##  [335,] 2.95989120
##  [336,] 0.29522897
##  [337,] 0.53830002
##  [338,] 1.44340416
##  [339,] 0.77887369
##  [340,] 1.77131596
##  [341,] 0.63902071
##  [342,] 0.21445591
##  [343,] 3.47030251
##  [344,] 0.70629678
##  [345,] 0.40474559
##  [346,] 1.12005127
##  [347,] 1.53926762
##  [348,] 0.55726094
##  [349,] 0.67414268
##  [350,] 0.52827488
##  [351,] 0.57262877
##  [352,] 1.36129626
##  [353,] 0.55146315
##  [354,] 0.26125572
##  [355,] 0.97099677
##  [356,] 0.14415603
##  [357,] 0.86574114
##  [358,] 1.78965382
##  [359,] 1.24590782
##  [360,] 0.40616418
##  [361,] 1.01134342
##  [362,] 0.04108183
##  [363,] 1.62498002
##  [364,] 0.74508151
##  [365,] 3.44018562
##  [366,] 1.65026689
##  [367,] 0.44086703
##  [368,] 0.78215425
##  [369,] 0.43029264
##  [370,] 2.23654812
##  [371,] 0.92687661
##  [372,] 1.89868842
##  [373,] 0.43650519
##  [374,] 0.09738538
##  [375,] 0.89953362
##  [376,] 0.29601480
##  [377,] 0.37601064
##  [378,] 1.14021884
##  [379,] 0.53765394
##  [380,] 0.68667378
##  [381,] 1.05384285
##  [382,] 0.53137670
##  [383,] 1.06000570
##  [384,] 1.19666334
##  [385,] 0.42573723
##  [386,] 1.31831750
##  [387,] 0.37607311
##  [388,] 2.00706591
##  [389,] 0.10113569
##  [390,] 0.60357816
##  [391,] 0.31847271
##  [392,] 0.82773619
##  [393,] 0.52397604
##  [394,] 0.39292986
##  [395,] 0.56693862
##  [396,] 1.22080630
##  [397,] 1.00624031
##  [398,] 0.53481764
##  [399,] 1.46585850
##  [400,] 0.34870619
##  [401,] 0.37437167
##  [402,] 0.61091342
##  [403,] 1.21035369
##  [404,] 4.59557065
##  [405,] 0.11843201
##  [406,] 0.64388660
##  [407,] 0.24343406
##  [408,] 0.36363114
##  [409,] 3.50931279
##  [410,] 0.57817432
##  [411,] 0.37659954
##  [412,] 0.21871619
##  [413,] 0.61167625
##  [414,] 0.37406712
##  [415,] 0.23409979
##  [416,] 1.29195985
##  [417,] 2.91672256
##  [418,] 0.22721430
##  [419,] 0.34119773
##  [420,] 2.47912734
##  [421,] 0.62803276
##  [422,] 0.25838034
##  [423,] 0.17591153
##  [424,] 1.64795906
##  [425,] 0.34649114
##  [426,] 0.75986811
##  [427,] 0.79131295
##  [428,] 3.10339683
##  [429,] 1.55565180
##  [430,] 0.53117197
##  [431,] 0.69441313
##  [432,] 0.19989362
##  [433,] 0.45286207
##  [434,] 0.97151973
##  [435,] 0.32761072
##  [436,] 0.78480722
##  [437,] 4.37251065
##  [438,] 0.64635706
##  [439,] 1.24646804
##  [440,] 0.39724974
##  [441,] 1.14687867
##  [442,] 5.43166162
##  [443,] 0.59981493
##  [444,] 2.02763709
##  [445,] 0.18913829
##  [446,] 1.59923687
##  [447,] 0.65403127
##  [448,] 1.05136080
##  [449,] 1.42406640
##  [450,] 1.45639153
##  [451,] 0.40120142
##  [452,] 0.59268449
##  [453,] 0.36623975
##  [454,] 0.43601421
##  [455,] 4.59613557
##  [456,] 1.88181766
##  [457,] 2.89752589
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##  [470,] 2.02841849
##  [471,] 0.50046627
##  [472,] 1.45475189
##  [473,] 0.30881724
##  [474,] 1.48861968
##  [475,] 0.23592833
##  [476,] 0.33034638
##  [477,] 1.40465924
##  [478,] 1.22818128
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##  [480,] 0.37533913
##  [481,] 0.70351108
##  [482,] 1.72500734
##  [483,] 1.15790790
##  [484,] 2.73053527
##  [485,] 0.39887390
##  [486,] 0.46701610
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##  [488,] 4.02455356
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##  [491,] 1.66724856
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##  [497,] 0.25011832
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##  [501,] 1.39998797
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##  [504,] 0.40741976
##  [505,] 1.31981044
##  [506,] 0.67576253
##  [507,] 3.39985273
##  [508,] 0.52667586
##  [509,] 1.67798112
##  [510,] 1.42575083
##  [511,] 3.26113234
##  [512,] 0.57459617
##  [513,] 0.23238838
##  [514,] 0.82315292
##  [515,] 1.28894545
##  [516,] 0.25800662
##  [517,] 2.19903833
##  [518,] 0.90798350
##  [519,] 0.27324860
##  [520,] 0.45995186
##  [521,] 2.94971639
##  [522,] 0.27402008
##  [523,] 1.26607066
##  [524,] 0.82515367
##  [525,] 0.32362746
##  [526,] 1.41432979
##  [527,] 0.30659774
##  [528,] 0.75200442
##  [529,] 2.57020809
##  [530,] 0.25961227
##  [531,] 3.37112586
##  [532,] 0.54680148
##  [533,] 0.42939403
##  [534,] 1.29736998
##  [535,] 0.65176710
##  [536,] 2.38816534
##  [537,] 0.59256756
##  [538,] 2.93549436
##  [539,] 0.32952721
##  [540,] 0.66412955
##  [541,] 0.32613241
##  [542,] 0.39431424
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##  [544,] 1.92462539
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##  [548,] 1.44457259
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##  [553,] 0.40611844
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##  [555,] 0.21269242
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##  [557,] 2.21573271
##  [558,] 0.16085642
##  [559,] 0.21045909
##  [560,] 0.36292969
##  [561,] 1.80158610
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##  [567,] 0.06599013
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##  [569,] 0.93210660
##  [570,] 1.04354765
##  [571,] 1.22195096
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##  [573,] 0.55588106
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##  [575,] 1.50363731
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##  [580,] 0.11128256
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##  [585,] 0.85181208
##  [586,] 0.37018019
##  [587,] 1.56765705
##  [588,] 2.69298736
##  [589,] 0.86020232
##  [590,] 0.16972808
##  [591,] 7.34905210
##  [592,] 0.54626723
##  [593,] 0.31945301
##  [594,] 0.32118031
##  [595,] 1.38572407
##  [596,] 0.82832470
##  [597,] 0.28656391
##  [598,] 0.54490834
##  [599,] 0.62679625
##  [600,] 1.35888213
##  [601,] 0.38190313
##  [602,] 0.66914676
##  [603,] 0.34153637
##  [604,] 1.56583174
##  [605,] 0.70430007
##  [606,] 0.40485415
##  [607,] 0.90438599
##  [608,] 0.97256321
##  [609,] 0.71868540
##  [610,] 2.48249189
##  [611,] 0.94547396
##  [612,] 1.05542017
##  [613,] 0.34688901
##  [614,] 0.40526523
##  [615,] 1.82125763
##  [616,] 1.33965716
##  [617,] 0.72891897
##  [618,] 0.38581988
##  [619,] 0.46208937
##  [620,] 1.77732275
##  [621,] 0.60498654
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##  [623,] 0.92109498
##  [624,] 0.61235120
##  [625,] 0.32843817
##  [626,] 0.46875260
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##  [629,] 0.93030268
##  [630,] 2.23729775
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##  [638,] 1.04421236
##  [639,] 0.62489070
##  [640,] 0.78255027
##  [641,] 1.13859987
##  [642,] 4.36041894
##  [643,] 1.00666476
##  [644,] 0.96604330
##  [645,] 2.12118944
##  [646,] 2.12703292
##  [647,] 0.15945636
##  [648,] 0.45335881
##  [649,] 0.39787074
##  [650,] 0.27236013
##  [651,] 4.00503314
##  [652,] 0.73120551
##  [653,] 0.42614233
##  [654,] 0.50698415
##  [655,] 0.20281407
##  [656,] 1.47163133
##  [657,] 2.23998009
##  [658,] 2.20158002
##  [659,] 1.82740861
##  [660,] 0.73358071
##  [661,] 0.85082988
##  [662,] 1.52980365
##  [663,] 0.28102809
##  [664,] 0.92674787
##  [665,] 2.39904577
##  [666,] 0.58945112
##  [667,] 1.38173186
##  [668,] 0.41665684
##  [669,] 1.67403300
##  [670,] 0.88488913
##  [671,] 1.43819064
##  [672,] 2.36557496
##  [673,] 0.30805019
##  [674,] 0.29797352
##  [675,] 3.30087935
##  [676,] 0.29080931
##  [677,] 2.75539597
##  [678,] 0.41178565
##  [679,] 0.78778229
##  [680,] 0.57577309
##  [681,] 1.70741732
##  [682,] 0.76380690
##  [683,] 1.41023183
##  [684,] 0.57044918
##  [685,] 0.42589040
##  [686,] 0.58688594
##  [687,] 0.50571025
##  [688,] 2.30866599
##  [689,] 1.52611379
##  [690,] 0.47464512
##  [691,] 0.25883993
##  [692,] 0.16330224
##  [693,] 0.75849557
##  [694,] 1.11410704
##  [695,] 0.85072852
##  [696,] 0.72228149
##  [697,] 0.55250396
##  [698,] 0.97730049
##  [699,] 0.63141417
##  [700,] 1.27385872
##  [701,] 2.50098853
##  [702,] 1.60115593
##  [703,] 1.04340159
##  [704,] 0.10123294
##  [705,] 1.78461300
##  [706,] 0.20589238
##  [707,] 0.43851661
##  [708,] 2.68618214
##  [709,] 0.49126231
##  [710,] 2.25397394
##  [711,] 1.60360546
##  [712,] 1.05320699
##  [713,] 1.78468980
##  [714,] 0.54335644
##  [715,] 1.03244231
##  [716,] 0.41040077
##  [717,] 0.16010866
##  [718,] 1.66857863
##  [719,] 0.70539725
##  [720,] 0.94260787
##  [721,] 0.26279683
##  [722,] 0.87310507
##  [723,] 2.29529706
##  [724,] 0.78839029
##  [725,] 2.32257411
##  [726,] 1.18906845
##  [727,] 0.53783499
##  [728,] 0.36260328
##  [729,] 0.50313873
##  [730,] 0.22735091
##  [731,] 0.30659702
##  [732,] 0.94933579
##  [733,] 0.12216337
##  [734,] 0.25488671
##  [735,] 0.70772605
##  [736,] 0.49254974
##  [737,] 1.07792467
##  [738,] 0.48944776
##  [739,] 0.80795290
##  [740,] 0.07656537
##  [741,] 1.11894856
##  [742,] 0.29199699
##  [743,] 1.58449655
##  [744,] 0.40657852
##  [745,] 0.37100242
##  [746,] 1.99401421
##  [747,] 4.88576099
##  [748,] 0.87408743
##  [749,] 0.78677912
##  [750,] 0.25339597
##  [751,] 1.36346494
##  [752,] 0.90412621
##  [753,] 0.77113415
##  [754,] 0.20334903
##  [755,] 2.43445497
##  [756,] 0.17932757
##  [757,] 0.24414282
##  [758,] 1.08790209
##  [759,] 0.90290415
##  [760,] 0.76058045
##  [761,] 0.55167943
##  [762,] 0.44785059
##  [763,] 4.54922922
##  [764,] 1.88659059
##  [765,] 0.52864397
##  [766,] 0.58953637
##  [767,] 0.81810564
##  [768,] 0.55793779
##  [769,] 0.63796291
##  [770,] 0.50179945
##  [771,] 0.20684680
##  [772,] 0.99141316
##  [773,] 1.26095429
##  [774,] 0.64279052
##  [775,] 0.86087374
##  [776,] 0.58086872
##  [777,] 0.86372199
##  [778,] 2.60613359
##  [779,] 0.30133976
##  [780,] 1.31270445
##  [781,] 0.74288017
##  [782,] 0.17564771
##  [783,] 0.38998647
##  [784,] 0.20450624
##  [785,] 0.66065743
##  [786,] 0.30690811
##  [787,] 0.39365610
##  [788,] 0.25654166
##  [789,] 1.52674233
##  [790,] 1.09465144
##  [791,] 0.63451065
##  [792,] 0.39413078
##  [793,] 1.39200944
##  [794,] 1.99329698
##  [795,] 0.96021297
##  [796,] 1.24952810
##  [797,] 0.32862388
##  [798,] 0.58015865
##  [799,] 0.72387321
##  [800,] 0.51476299
##  [801,] 0.34050285
##  [802,] 1.38061036
##  [803,] 0.73084527
##  [804,] 0.67072995
##  [805,] 2.30298552
##  [806,] 1.29133301
##  [807,] 0.30339460
##  [808,] 5.00554280
##  [809,] 0.81955382
##  [810,] 4.11457720
##  [811,] 0.63800043
##  [812,] 1.05640731
##  [813,] 1.51208131
##  [814,] 2.78337078
##  [815,] 0.65122452
##  [816,] 1.02884338
##  [817,] 0.66029033
##  [818,] 0.35118745
##  [819,] 1.08230922
##  [820,] 2.57717204
##  [821,] 3.22527707
##  [822,] 0.83509453
##  [823,] 0.43948755
##  [824,] 0.64439606
##  [825,] 2.13986052
##  [826,] 1.03023925
##  [827,] 0.58655798
##  [828,] 0.52465942
##  [829,] 0.35234035
##  [830,] 1.03086874
##  [831,] 0.37156632
##  [832,] 0.69611426
##  [833,] 1.61030021
##  [834,] 1.73626983
##  [835,] 2.05708470
##  [836,] 0.27891994
##  [837,] 0.36647217
##  [838,] 1.64967391
##  [839,] 0.72298258
##  [840,] 0.17451722
##  [841,] 0.21864910
##  [842,] 0.47646977
##  [843,] 0.94252675
##  [844,] 1.45934573
##  [845,] 0.35508840
##  [846,] 0.39376758
##  [847,] 0.93096633
##  [848,] 0.17269878
##  [849,] 0.31526211
##  [850,] 1.21138267
##  [851,] 0.27674438
##  [852,] 0.43043457
##  [853,] 1.07494734
##  [854,] 0.69194531
##  [855,] 0.74708968
##  [856,] 1.93498200
##  [857,] 0.64896052
##  [858,] 0.75517957
##  [859,] 1.24135135
##  [860,] 0.85529471
##  [861,] 0.97200917
##  [862,] 1.32934718
##  [863,] 2.70362158
##  [864,] 0.42094964
##  [865,] 0.48654128
##  [866,] 0.28777315
##  [867,] 2.47129710
##  [868,] 0.53542061
##  [869,] 1.42598446
##  [870,] 0.11916017
##  [871,] 0.31615983
##  [872,] 2.33589831
##  [873,] 0.18430629
##  [874,] 0.47283314
##  [875,] 0.43684221
##  [876,] 0.83518404
##  [877,] 2.12042504
##  [878,] 0.08805100
##  [879,] 0.50213323
##  [880,] 0.71709796
##  [881,] 0.65860704
##  [882,] 1.74742889
##  [883,] 1.03500012
##  [884,] 0.05544110
##  [885,] 0.98511451
##  [886,] 0.23998570
##  [887,] 0.41685432
##  [888,] 1.04536211
##  [889,] 0.61137362
##  [890,] 0.45691690
##  [891,] 0.67453564
##  [892,] 0.74889028
##  [893,] 1.36413252
##  [894,] 0.19152258
##  [895,] 0.24925440
##  [896,] 0.96957727
##  [897,] 0.80564307
##  [898,] 2.10812193
##  [899,] 0.95037979
##  [900,] 1.08677182
##  [901,] 0.92710033
##  [902,] 1.00372774
##  [903,] 0.94307332
##  [904,] 0.26394722
##  [905,] 0.37659043
##  [906,] 0.23724401
##  [907,] 1.29228878
##  [908,] 1.50450652
##  [909,] 0.38679474
##  [910,] 0.65853446
##  [911,] 1.22973474
##  [912,] 0.44637354
##  [913,] 1.05652476
##  [914,] 1.22355997
##  [915,] 1.29043889
##  [916,] 1.11447804
##  [917,] 0.56361731
##  [918,] 0.23622532
##  [919,] 0.98993310
##  [920,] 3.06740814
##  [921,] 0.42293248
##  [922,] 0.16927527
##  [923,] 0.36147360
##  [924,] 0.21900974
##  [925,] 0.20241305
##  [926,] 2.14521232
##  [927,] 0.69158829
##  [928,] 1.36072658
##  [929,] 0.29699981
##  [930,] 0.29533430
##  [931,] 0.46607100
##  [932,] 1.43442529
##  [933,] 1.37200299
##  [934,] 0.39011186
##  [935,] 0.19104982
##  [936,] 0.29895684
##  [937,] 0.90000050
##  [938,] 0.42992715
##  [939,] 2.02476891
##  [940,] 0.29861986
##  [941,] 1.17726400
##  [942,] 0.25114339
##  [943,] 1.59321296
##  [944,] 0.66899853
##  [945,] 0.43289747
##  [946,] 0.27928534
##  [947,] 0.83025710
##  [948,] 0.45011045
##  [949,] 0.38126891
##  [950,] 1.53105829
##  [951,] 1.15651405
##  [952,] 0.68760356
##  [953,] 0.73976886
##  [954,] 2.82488731
##  [955,] 0.33922525
##  [956,] 4.15319974
##  [957,] 2.20898501
##  [958,] 0.24778959
##  [959,] 0.80035414
##  [960,] 1.31767539
##  [961,] 0.26791367
##  [962,] 0.68692689
##  [963,] 0.44682011
##  [964,] 0.10182677
##  [965,] 1.67085220
##  [966,] 0.93806490
##  [967,] 0.36365214
##  [968,] 0.80021063
##  [969,] 0.68003441
##  [970,] 2.14590905
##  [971,] 0.93844188
##  [972,] 1.26632785
##  [973,] 1.87449992
##  [974,] 1.48758783
##  [975,] 0.81960844
##  [976,] 1.24299593
##  [977,] 0.19430479
##  [978,] 0.69888450
##  [979,] 1.21622170
##  [980,] 1.34494710
##  [981,] 0.54657111
##  [982,] 0.68829617
##  [983,] 0.75563961
##  [984,] 2.39102551
##  [985,] 2.27442750
##  [986,] 1.42449643
##  [987,] 0.53806735
##  [988,] 0.33379957
##  [989,] 0.40903868
##  [990,] 0.37746351
##  [991,] 0.26281961
##  [992,] 1.64193042
##  [993,] 0.47341818
##  [994,] 0.08447450
##  [995,] 1.71673395
##  [996,] 2.50109829
##  [997,] 0.29025573
##  [998,] 0.38922752
##  [999,] 0.57527844
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
## 4             1                         -1                         -1
## 5             1                          1                          0
## 6             1                          1                          0
## 7             1                         -1                         -1
## 8             1                         -1                         -1
## 9             1                         -1                         -1
## 10            1                         -1                         -1
## 11            1                          1                          0
## 12            1                          1                          0
## 13            1                         -1                         -1
## 14            1                         -1                         -1
## 15            1                         -1                         -1
## 16            1                         -1                         -1
## 17            1                          1                          0
## 18            1                         -1                         -1
## 19            1                         -1                         -1
## 20            1                          1                          0
## 21            1                         -1                         -1
## 22            1                         -1                         -1
## 23            1                         -1                         -1
## 24            1                         -1                         -1
## 25            1                          1                          0
## 26            1                         -1                         -1
## 27            1                         -1                         -1
## 28            1                         -1                         -1
## 29            1                          1                          0
## 30            1                         -1                         -1
## 31            1                         -1                         -1
## 32            1                         -1                         -1
## 33            1                         -1                         -1
## 34            1                          1                          0
## 35            1                          0                          1
## 36            1                         -1                         -1
## 37            1                          0                          1
## 38            1                         -1                         -1
## 39            1                         -1                         -1
## 40            1                         -1                         -1
## 41            1                         -1                         -1
## 42            1                         -1                         -1
## 43            1                         -1                         -1
## 44            1                         -1                         -1
## 45            1                         -1                         -1
## 46            1                          1                          0
## 47            1                          1                          0
## 48            1                         -1                         -1
## 49            1                          1                          0
## 50            1                         -1                         -1
## 51            1                          1                          0
## 52            1                         -1                         -1
## 53            1                         -1                         -1
## 54            1                          1                          0
## 55            1                          1                          0
## 56            1                          1                          0
## 57            1                         -1                         -1
## 58            1                          1                          0
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## 
## $terms
## im ~ demo$parents_grad_college
## attr(,"variables")
## list(im, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## im                                                0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.

Self-Determination

Now, Self-Determination:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0591 0.029552  1.2083 0.00776  0.275
## Residuals                 309    7.5577 0.024459         0.99224       
## Total                     311    7.6168                  1.00000       
## 
## $call
## adonis(formula = sd ~ demo$parents_grad_college)
## 
## $coefficients
##                                   sd1        sd2         sd3        sd4
## (Intercept)                 4.0099004  4.0492999  4.00923127  3.7950306
## demo$parents_grad_college1 -0.1442288 -0.2284044 -0.08385814 -0.1383142
## demo$parents_grad_college2  0.3650996  0.4507001  0.24076873  0.3299694
##                                   sd5
## (Intercept)                 3.8832341
## demo$parents_grad_college1 -0.2414431
## demo$parents_grad_college2  0.4917659
## 
## $coef.sites
##                                      1           2           3           4
## (Intercept)                 0.13118043  0.11193604  0.12052990  0.13684843
## demo$parents_grad_college1  0.02579650  0.02235443  0.01798306  0.01606163
## demo$parents_grad_college2 -0.05428489 -0.03911910 -0.03415302 -0.02250442
##                                      5           6           7           8
## (Intercept)                 0.13118043  0.12071829  0.11299129  0.13118043
## demo$parents_grad_college1  0.02579650  0.01081403  0.01895029  0.02579650
## demo$parents_grad_college2 -0.05428489 -0.01331871 -0.02598619 -0.05428489
##                                       9          10           11          12
## (Intercept)                 0.197804560  0.47106403  0.204221340  0.10520372
## demo$parents_grad_college1 -0.001517647 -0.01472233 -0.001893441  0.02299677
## demo$parents_grad_college2  0.010523046  0.03429716  0.012170783 -0.03791361
##                                     13          14          15          16
## (Intercept)                 0.10902214  0.09921244  0.13118043  0.09921244
## demo$parents_grad_college1  0.02344500  0.02181419  0.02579650  0.02181419
## demo$parents_grad_college2 -0.03591807 -0.03183053 -0.05428489 -0.03183053
##                                     17           18          19          20
## (Intercept)                 0.09921244  0.154530521  0.12084154  0.12071829
## demo$parents_grad_college1  0.02181419  0.005983052  0.02387524  0.01081403
## demo$parents_grad_college2 -0.03183053 -0.003202063 -0.04280474 -0.01331871
##                                      21           22           23          24
## (Intercept)                 0.135610081  0.227495894  0.369552672  0.11536082
## demo$parents_grad_college1  0.007450818 -0.003667603 -0.009369345  0.02160874
## demo$parents_grad_college2 -0.006585528  0.015822889  0.036879269 -0.02854341
##                                     25          26          27          28
## (Intercept)                 0.09921244  0.57516885  0.11193604  0.12973948
## demo$parents_grad_college1  0.02181419 -0.02303497  0.02235443  0.01803985
## demo$parents_grad_college2 -0.03183053  0.04429192 -0.03911910 -0.02233990
##                                     29           30          31          32
## (Intercept)                 0.13118043  0.235852795  0.12660839  0.32571520
## demo$parents_grad_college1  0.02579650 -0.004551197  0.02482159 -0.01005726
## demo$parents_grad_college2 -0.05428489  0.015799321 -0.04919019  0.03601729
##                                      33          34          35          36
## (Intercept)                 0.138115080  0.11209484  0.12163940  0.10900633
## demo$parents_grad_college1  0.010273335  0.01425070  0.01564401  0.02330308
## demo$parents_grad_college2 -0.009300611 -0.01833298 -0.02118427 -0.04200334
##                                     37          38          39          40
## (Intercept)                 0.10220488  0.13118043  0.32571520  0.12940901
## demo$parents_grad_college1  0.02396956  0.02579650 -0.01005726  0.02391785
## demo$parents_grad_college2 -0.04086715 -0.05428489  0.03601729 -0.04643525
##                                     41          42          43          44
## (Intercept)                 0.13118043  0.12940901  0.12353563  0.11702473
## demo$parents_grad_college1  0.02579650  0.02391785  0.02458943  0.02508975
## demo$parents_grad_college2 -0.05428489 -0.04643525 -0.04549882 -0.05022530
##                                     45          46           47          48
## (Intercept)                 0.13118043 0.170988997  0.153790792  0.32571520
## demo$parents_grad_college1  0.02579650 0.002248069  0.006789061 -0.01005726
## demo$parents_grad_college2 -0.05428489 0.004276264 -0.002239518  0.03601729
##                                     49          50          51          52
## (Intercept)                 0.13820857  0.10900633  0.57516885  0.11367814
## demo$parents_grad_college1  0.01021465  0.02330308 -0.02303497  0.01820854
## demo$parents_grad_college2 -0.01708720 -0.04200334  0.04429192 -0.02686073
##                                      53          54          55            56
## (Intercept)                 0.153790792  0.57516885  0.12163940  0.1598080820
## demo$parents_grad_college1  0.006789061 -0.02303497  0.01564401  0.0064307923
## demo$parents_grad_college2 -0.002239518  0.04429192 -0.02118427 -0.0006810509
##                                     57          58          59          60
## (Intercept)                 0.11580475  0.10520372  0.11162596  0.14489794
## demo$parents_grad_college1  0.02124526  0.02299677  0.02549849  0.01489113
## demo$parents_grad_college2 -0.03541608 -0.03791361 -0.04462297 -0.01587339
##                                     61          62          63          64
## (Intercept)                 0.12084154  0.11433064  0.09921244 0.185677394
## demo$parents_grad_college1  0.02387524  0.02437556  0.02181419 0.002926673
## demo$parents_grad_college2 -0.04280474 -0.04753121 -0.03183053 0.005212867
##                                     65           66          67           68
## (Intercept)                 0.12071829 0.1991131340  0.12660839  0.169109866
## demo$parents_grad_college1  0.01081403 0.0002985495  0.02482159  0.006396175
## demo$parents_grad_college2 -0.01331871 0.0092144723 -0.04919019 -0.002629894
##                                     69          70          71          72
## (Intercept)                 0.11811096  0.11209484  0.12291122  0.09921244
## demo$parents_grad_college1  0.02336991  0.01425070  0.02580706  0.02181419
## demo$parents_grad_college2 -0.04575598 -0.01833298 -0.05092780 -0.03183053
##                                     73          74          75           76
## (Intercept)                 0.10738806  0.12163940  0.13118043  0.135610081
## demo$parents_grad_college1  0.01868487  0.01564401  0.02579650  0.007450818
## demo$parents_grad_college2 -0.02732741 -0.02118427 -0.05428489 -0.006585528
##                                     77          78            79          80
## (Intercept)                 0.10520372  0.51662123  0.1519517909  0.09921244
## demo$parents_grad_college1  0.02299677 -0.02339064  0.0030706826  0.02181419
## demo$parents_grad_college2 -0.03791361  0.04368080 -0.0004005173 -0.03183053
##                                     81          82           83           84
## (Intercept)                 0.13118043  0.13118043  0.330537605  0.142266124
## demo$parents_grad_college1  0.02579650  0.02579650 -0.008107161  0.006951748
## demo$parents_grad_college2 -0.05428489 -0.05428489  0.031194879 -0.006098713
##                                     85          86          87          88
## (Intercept)                 0.12407478  0.10902214  0.32571520  0.41838108
## demo$parents_grad_college1  0.01838205  0.02344500 -0.01005726 -0.01800885
## demo$parents_grad_college2 -0.02381806 -0.03591807  0.03601729  0.03581690
##                                     89          90          91          92
## (Intercept)                 0.11580334  0.12891790  0.09921244  0.09921244
## demo$parents_grad_college1  0.02132776  0.01382660  0.02181419  0.02181419
## demo$parents_grad_college2 -0.03730458 -0.01457388 -0.03183053 -0.03183053
##                                     93          94            95          96
## (Intercept)                 0.10900633  0.09921244  0.2142050938  0.11797783
## demo$parents_grad_college1  0.02330308  0.02181419 -0.0001536902  0.02480090
## demo$parents_grad_college2 -0.04200334 -0.03183053  0.0099995286 -0.04562285
##                                     97          98          99         100
## (Intercept)                 0.13118043  0.41411774  0.10738806  0.10634107
## demo$parents_grad_college1  0.02579650 -0.01615016  0.01868487  0.02119694
## demo$parents_grad_college2 -0.05428489  0.04008024 -0.02732741 -0.03323700
##                                    101         102         103           104
## (Intercept)                 0.13118043  0.09921244  0.22650113  0.1519517909
## demo$parents_grad_college1  0.02579650  0.02181419 -0.00469203  0.0030706826
## demo$parents_grad_college2 -0.05428489 -0.03183053  0.01681765 -0.0004005173
##                                    105         106         107          108
## (Intercept)                 0.13118043 0.180225925  0.10520372  0.228818039
## demo$parents_grad_college1  0.02579650 0.002463512  0.02299677 -0.001559989
## demo$parents_grad_college2 -0.05428489 0.002615094 -0.03791361  0.014500744
##                                     109          110         111         112
## (Intercept)                 0.204952027  0.154530521  0.09921244  0.12304118
## demo$parents_grad_college1 -0.003582391  0.005983052  0.02181419  0.02440686
## demo$parents_grad_college2  0.011440095 -0.003202063 -0.03183053 -0.05105777
##                                    113         114         115          116
## (Intercept)                 0.09921244  0.11580475  0.11209484  0.198796970
## demo$parents_grad_college1  0.02181419  0.02124526  0.01425070  0.006247639
## demo$parents_grad_college2 -0.03183053 -0.03541608 -0.01833298 -0.012036849
##                                    117         118          119         120
## (Intercept)                 0.11209484  0.12304118  0.135610081  0.10789512
## demo$parents_grad_college1  0.01425070  0.02440686  0.007450818  0.02506200
## demo$parents_grad_college2 -0.01833298 -0.05105777 -0.006585528 -0.04657395
##                                    121         122         123         124
## (Intercept)                 0.09921244  0.12067192  0.12940901  0.13061924
## demo$parents_grad_college1  0.02181419  0.02551509  0.02391785  0.01790197
## demo$parents_grad_college2 -0.03183053 -0.04831693 -0.04643525 -0.03350785
##                                    125         126           127         128
## (Intercept)                 0.12810728  0.12973948  0.2638890118 0.170988997
## demo$parents_grad_college1  0.01515655  0.01803985 -0.0002570579 0.002248069
## demo$parents_grad_college2 -0.02070771 -0.02233990  0.0165250840 0.004276264
##                                    129         130         131         132
## (Intercept)                 0.12304118  0.13118043  0.11209484  0.14606737
## demo$parents_grad_college1  0.02440686  0.02579650  0.01425070  0.01445127
## demo$parents_grad_college2 -0.05105777 -0.05428489 -0.01833298 -0.02647824
##                                    133         134         135         136
## (Intercept)                 0.32571520  0.12688840  0.11689159  0.13118043
## demo$parents_grad_college1 -0.01005726  0.01746549  0.02652074  0.02579650
## demo$parents_grad_college2  0.03601729 -0.03545883 -0.05009217 -0.05428489
##                                    137         138          139         140
## (Intercept)                 0.13118043  0.09921244  0.136331335  0.12291122
## demo$parents_grad_college1  0.02579650  0.02181419  0.006667441  0.02580706
## demo$parents_grad_college2 -0.05428489 -0.03183053 -0.007516865 -0.05092780
##                                      141          142         143         144
## (Intercept)                 0.1519517909  0.163969251  0.12067192 0.177905605
## demo$parents_grad_college1  0.0030706826  0.008693558  0.02551509 0.000246609
## demo$parents_grad_college2 -0.0004005173 -0.005065037 -0.04831693 0.005172156
##                                     145         146         147         148
## (Intercept)                0.2280608694  0.11800296  0.09921244  0.32571520
## demo$parents_grad_college1 0.0001870313  0.01567100  0.02181419 -0.01005726
## demo$parents_grad_college2 0.0152579136 -0.02493778 -0.03183053  0.03601729
##                                    149          150         151         152
## (Intercept)                 0.46237790  0.228324667  0.11954688  0.13118043
## demo$parents_grad_college1 -0.02118868  0.010338967  0.01952450  0.02579650
## demo$parents_grad_college2  0.04298330 -0.004120045 -0.03323846 -0.05428489
##                                    153           154         155         156
## (Intercept)                 0.12352104  0.1598080820  0.12052990  0.13118043
## demo$parents_grad_college1  0.01340152  0.0064307923  0.01798306  0.02579650
## demo$parents_grad_college2 -0.02334893 -0.0006810509 -0.03415302 -0.05428489
##                                    157         158         159         160
## (Intercept)                 0.13118043  0.13118043  0.11209484  0.13727853
## demo$parents_grad_college1  0.02579650  0.02579650  0.01425070  0.01163529
## demo$parents_grad_college2 -0.05428489 -0.05428489 -0.01833298 -0.01560692
##                                    161         162         163          164
## (Intercept)                 0.10738806  0.09921244  0.11702473  0.138115080
## demo$parents_grad_college1  0.01868487  0.02181419  0.02508975  0.010273335
## demo$parents_grad_college2 -0.02732741 -0.03183053 -0.05022530 -0.009300611
##                                    165         166         167         168
## (Intercept)                 0.13118043  0.10789512  0.11193604  0.10634107
## demo$parents_grad_college1  0.02579650  0.02506200  0.02235443  0.02119694
## demo$parents_grad_college2 -0.05428489 -0.04657395 -0.03911910 -0.03323700
##                                    169         170          171          172
## (Intercept)                 0.12304118  0.10220488  0.138115080  0.225743964
## demo$parents_grad_college1  0.02440686  0.02396956  0.010273335 -0.002945009
## demo$parents_grad_college2 -0.05105777 -0.04086715 -0.009300611  0.017574819
##                                     173         174         175          176
## (Intercept)                0.1974216183  0.10738806  0.32571520 0.1871425337
## demo$parents_grad_college1 0.0009950404  0.01868487 -0.01005726 0.0004620521
## demo$parents_grad_college2 0.0109059880 -0.02732741  0.03601729 0.0035109851
##                                    177         178          179         180
## (Intercept)                 0.32571520  0.32571520  0.160646275  0.09921244
## demo$parents_grad_college1 -0.01005726 -0.01005726  0.006277859  0.02181419
## demo$parents_grad_college2  0.03601729  0.03601729 -0.001742060 -0.03183053
##                                    181         182         183         184
## (Intercept)                 0.12291122  0.11536082  0.12660839 0.217030235
## demo$parents_grad_college1  0.02580706  0.02160874  0.02482159 0.004110484
## demo$parents_grad_college2 -0.05092780 -0.02854341 -0.04919019 0.007174387
##                                    185          186         187          188
## (Intercept)                 0.12940901  0.153790792  0.11842297  0.296404659
## demo$parents_grad_college1  0.02391785  0.006789061  0.02352317 -0.003563274
## demo$parents_grad_college2 -0.04643525 -0.002239518 -0.03992422  0.023406291
##                                    189         190         191         192
## (Intercept)                 0.12660839  0.13118043  0.14489794  0.09921244
## demo$parents_grad_college1  0.02482159  0.02579650  0.01489113  0.02181419
## demo$parents_grad_college2 -0.04919019 -0.05428489 -0.01587339 -0.03183053
##                                    193         194         195         196
## (Intercept)                 0.13118043  0.12291122  0.09921244  0.10900633
## demo$parents_grad_college1  0.02579650  0.02580706  0.02181419  0.02330308
## demo$parents_grad_college2 -0.05428489 -0.05092780 -0.03183053 -0.04200334
##                                    197          198         199         200
## (Intercept)                 0.11433064  0.258492613  0.11299129  0.13118043
## demo$parents_grad_college1  0.02437556 -0.003029189  0.01895029  0.02579650
## demo$parents_grad_college2 -0.04753121  0.021921483 -0.02598619 -0.05428489
##                                    201         202         203         204
## (Intercept)                 0.09921244  0.13118043  0.10900633  0.11811096
## demo$parents_grad_college1  0.02181419  0.02579650  0.02330308  0.02336991
## demo$parents_grad_college2 -0.03183053 -0.05428489 -0.04200334 -0.04575598
##                                    205         206         207        208
## (Intercept)                0.170988997  0.57516885  0.12163940  0.1354379
## demo$parents_grad_college1 0.002248069 -0.02303497  0.01564401  0.0191050
## demo$parents_grad_college2 0.004276264  0.04429192 -0.02118427 -0.0392396
##                                    209         210         211         212
## (Intercept)                 0.10634107  0.10738806  0.09921244  0.11367814
## demo$parents_grad_college1  0.02119694  0.01868487  0.02181419  0.01820854
## demo$parents_grad_college2 -0.03323700 -0.02732741 -0.03183053 -0.02686073
##                                    213         214         215         216
## (Intercept)                 0.10789512  0.13118043  0.12071829  0.51859644
## demo$parents_grad_college1  0.02506200  0.02579650  0.01081403 -0.01844988
## demo$parents_grad_college2 -0.04657395 -0.05428489 -0.01331871  0.04170559
##                                    217         218         219         220
## (Intercept)                 0.11536082  0.09921244  0.12848450  0.11433064
## demo$parents_grad_college1  0.02160874  0.02181419  0.01565867  0.02437556
## demo$parents_grad_college2 -0.02854341 -0.03183053 -0.02452734 -0.04753121
##                                     221         222         223         224
## (Intercept)                 0.154530521  0.13118043  0.13118043  0.46319504
## demo$parents_grad_college1  0.005983052  0.02579650  0.02579650 -0.01757741
## demo$parents_grad_college2 -0.003202063 -0.05428489 -0.05428489  0.04216615
##                                     225         226         227         228
## (Intercept)                 0.258120499  0.11209484  0.11811096  0.11566688
## demo$parents_grad_college1 -0.003926674  0.01425070  0.02336991  0.02279092
## demo$parents_grad_college2  0.022293596 -0.01833298 -0.04575598 -0.03716812
##                                    229         230          231         232
## (Intercept)                 0.11811096  0.11433064  0.290366472  0.12084154
## demo$parents_grad_college1  0.02336991  0.02437556 -0.007422184  0.02387524
## demo$parents_grad_college2 -0.04575598 -0.04753121  0.029444479 -0.04280474
##                                    233         234         235         236
## (Intercept)                0.186436530  0.12292991  0.32571520  0.09921244
## demo$parents_grad_college1 0.002096672  0.01917564 -0.01005726  0.02181419
## demo$parents_grad_college2 0.004216989 -0.03049130  0.03601729 -0.03183053
##                                    237         238         239          240
## (Intercept)                 0.09921244  0.13906228  0.12071829  0.143950746
## demo$parents_grad_college1  0.02181419  0.01524119  0.01081403  0.009923275
## demo$parents_grad_college2 -0.03183053 -0.01739066 -0.01331871 -0.007783336
##                                    241          242         243         244
## (Intercept)                 0.09921244  0.144295826  0.11842297  0.13118043
## demo$parents_grad_college1  0.02181419  0.007654165  0.02352317  0.02579650
## demo$parents_grad_college2 -0.03183053 -0.008128415 -0.03992422 -0.05428489
##                                    245          246         247         248
## (Intercept)                 0.32571520  0.197804560  0.10738806  0.11433064
## demo$parents_grad_college1 -0.01005726 -0.001517647  0.01868487  0.02437556
## demo$parents_grad_college2  0.03601729  0.010523046 -0.02732741 -0.04753121
##                                    249         250         251         252
## (Intercept)                 0.09921244  0.13118043  0.10738806  0.13627816
## demo$parents_grad_college1  0.02181419  0.02579650  0.01868487  0.01311569
## demo$parents_grad_college2 -0.03183053 -0.05428489 -0.02732741 -0.01681404
##                                    253         254         255          256
## (Intercept)                 0.18086073  0.10634107  0.11209484  0.142266124
## demo$parents_grad_college1  0.01015812  0.02119694  0.01425070  0.006951748
## demo$parents_grad_college2 -0.00559547 -0.03323700 -0.01833298 -0.006098713
##                                    257         258         259         260
## (Intercept)                 0.10220488  0.10520372  0.11176242  0.11842297
## demo$parents_grad_college1  0.02396956  0.02299677  0.02403533  0.02352317
## demo$parents_grad_college2 -0.04086715 -0.03791361 -0.04475943 -0.03992422
##                                    261           262          263         264
## (Intercept)                 0.09921244  0.1519517909  0.135610081  0.57516885
## demo$parents_grad_college1  0.02181419  0.0030706826  0.007450818 -0.02303497
## demo$parents_grad_college2 -0.03183053 -0.0004005173 -0.006585528  0.04429192
##                                    265         266         267         268
## (Intercept)                 0.57516885  0.13118043 0.170988997  0.11797783
## demo$parents_grad_college1 -0.02303497  0.02579650 0.002248069  0.02480090
## demo$parents_grad_college2  0.04429192 -0.05428489 0.004276264 -0.04562285
##                                    269         270         271         272
## (Intercept)                0.188334340  0.09921244  0.09921244  0.09921244
## demo$parents_grad_college1 0.005934792  0.02181419  0.02181419  0.02181419
## demo$parents_grad_college2 0.002319179 -0.03183053 -0.03183053 -0.03183053
##                                    273         274          275         276
## (Intercept)                 0.14354344  0.12519927  0.143950746  0.11954688
## demo$parents_grad_college1  0.01558767  0.02289021  0.009923275  0.01952450
## demo$parents_grad_college2 -0.02426701 -0.03941870 -0.007783336 -0.03323846
##                                    277         278         279         280
## (Intercept)                 0.09921244  0.11455567  0.10634107  0.32571520
## demo$parents_grad_college1  0.02181419  0.02454984  0.02119694 -0.01005726
## demo$parents_grad_college2 -0.03183053 -0.04173873 -0.03323700  0.03601729
##                                    281         282         283         284
## (Intercept)                 0.09921244  0.11433064 0.170988997  0.12166725
## demo$parents_grad_college1  0.02181419  0.02437556 0.002248069  0.01618323
## demo$parents_grad_college2 -0.03183053 -0.04753121 0.004276264 -0.02947641
##                                    285          286         287         288
## (Intercept)                 0.13118043  0.163969251  0.13906228  0.10520372
## demo$parents_grad_college1  0.02579650  0.008693558  0.01524119  0.02299677
## demo$parents_grad_college2 -0.05428489 -0.005065037 -0.01739066 -0.03791361
##                                    289         290         291         292
## (Intercept)                 0.13978353  0.17354011  0.13118043  0.10900633
## demo$parents_grad_college1  0.01445781  0.01636153  0.02579650  0.02330308
## demo$parents_grad_college2 -0.01832200 -0.01463589 -0.05428489 -0.04200334
##                                    293         294         295         296
## (Intercept)                 0.13118043  0.12163940  0.09921244  0.14351870
## demo$parents_grad_college1  0.02579650  0.01564401  0.02181419  0.02074488
## demo$parents_grad_college2 -0.05428489 -0.02118427 -0.03183053 -0.04233301
##                                    297         298         299         300
## (Intercept)                 0.12940901  0.41289373  0.16336165  0.13118043
## demo$parents_grad_college1  0.02391785 -0.01803560  0.01445703  0.02579650
## demo$parents_grad_college2 -0.04643525  0.04130426 -0.01181038 -0.05428489
##                                    301         302         303         304
## (Intercept)                 0.13118043  0.16478432  0.11367814  0.12688840
## demo$parents_grad_college1  0.02579650  0.01206734  0.01820854  0.01746549
## demo$parents_grad_college2 -0.05428489 -0.01345586 -0.02686073 -0.03545883
##                                    305         306         307         308
## (Intercept)                 0.13030904  0.10900633  0.10789512  0.36796136
## demo$parents_grad_college1  0.01300249  0.02330308  0.02506200 -0.01338968
## demo$parents_grad_college2 -0.02504148 -0.04200334 -0.04657395  0.03847058
##                                    309         310         311         312
## (Intercept)                0.208269985  0.29182237  0.12810728  0.12071829
## demo$parents_grad_college1 0.003033119 -0.00538784  0.01515655  0.01081403
## demo$parents_grad_college2 0.007870121  0.02798858 -0.02070771 -0.01331871
## 
## $f.perms
##                 [,1]
##    [1,]  1.053782933
##    [2,]  0.555825848
##    [3,]  0.611811944
##    [4,]  1.570821309
##    [5,]  0.358078301
##    [6,]  0.239336882
##    [7,]  0.920173969
##    [8,]  0.414847005
##    [9,]  3.216243777
##   [10,]  0.707981126
##   [11,]  0.415534005
##   [12,]  0.991316702
##   [13,]  0.885100249
##   [14,]  1.953474997
##   [15,]  0.982714139
##   [16,]  0.469544977
##   [17,]  0.600578526
##   [18,]  3.369910335
##   [19,]  0.495873577
##   [20,]  0.418922220
##   [21,]  0.358144456
##   [22,]  0.689264785
##   [23,]  1.105085008
##   [24,]  0.305602360
##   [25,]  0.364303278
##   [26,]  0.691101663
##   [27,]  0.493994727
##   [28,]  0.509845390
##   [29,]  0.249704945
##   [30,]  0.087682071
##   [31,]  0.316556551
##   [32,]  1.780353106
##   [33,]  1.694226646
##   [34,]  0.908178200
##   [35,]  1.312560254
##   [36,]  1.360997692
##   [37,]  0.775566350
##   [38,]  1.522341737
##   [39,]  0.952697658
##   [40,]  1.128621790
##   [41,]  1.730788232
##   [42,]  0.326726742
##   [43,]  0.383200235
##   [44,]  0.964701119
##   [45,]  1.106803871
##   [46,]  0.866805412
##   [47,]  0.602319510
##   [48,]  1.073287914
##   [49,]  2.871024097
##   [50,]  1.876001418
##   [51,]  0.307730488
##   [52,]  2.940883012
##   [53,]  0.688783002
##   [54,]  0.427521324
##   [55,]  1.200849668
##   [56,]  0.399001843
##   [57,]  1.264834926
##   [58,]  1.955053476
##   [59,]  0.195113219
##   [60,]  0.305270768
##   [61,]  2.884717810
##   [62,]  0.724316266
##   [63,]  0.772196371
##   [64,]  1.030399642
##   [65,]  1.514685328
##   [66,]  0.913778506
##   [67,]  0.687474524
##   [68,]  0.458815090
##   [69,]  3.566391608
##   [70,]  4.701434172
##   [71,]  0.602322551
##   [72,]  0.597892138
##   [73,]  1.587474793
##   [74,]  0.124959966
##   [75,]  0.516838456
##   [76,]  0.404386175
##   [77,]  0.354145850
##   [78,]  1.173597825
##   [79,] -0.080042297
##   [80,]  1.514005465
##   [81,]  0.071933464
##   [82,]  0.319775337
##   [83,]  1.297975031
##   [84,]  1.128077756
##   [85,]  1.115114142
##   [86,]  1.142108168
##   [87,]  0.758346270
##   [88,]  1.053391133
##   [89,]  0.653599844
##   [90,]  0.397986564
##   [91,]  2.650167346
##   [92,]  0.342104124
##   [93,]  0.293322193
##   [94,]  2.577614228
##   [95,]  1.496843196
##   [96,]  0.433031207
##   [97,]  0.152865228
##   [98,]  0.056932587
##   [99,]  2.522120431
##  [100,]  2.038810140
##  [101,]  0.571536506
##  [102,]  0.906938436
##  [103,]  0.700993534
##  [104,]  1.241058036
##  [105,]  0.163135453
##  [106,]  0.593180016
##  [107,]  0.560272848
##  [108,]  0.872621160
##  [109,]  3.508391810
##  [110,]  0.433086263
##  [111,]  0.217965714
##  [112,]  0.376576139
##  [113,]  0.575326142
##  [114,]  0.916959554
##  [115,]  0.358647336
##  [116,]  0.505915917
##  [117,]  0.567261374
##  [118,]  0.369772845
##  [119,]  0.693687334
##  [120,]  0.509114248
##  [121,]  5.538459050
##  [122,]  0.214717709
##  [123,]  0.216394724
##  [124,]  0.272435729
##  [125,]  1.266686134
##  [126,]  1.094042489
##  [127,]  0.282839250
##  [128,]  0.607928262
##  [129,]  3.094552227
##  [130,]  1.303621150
##  [131,]  0.502182936
##  [132,]  1.843103446
##  [133,]  1.236601962
##  [134,]  0.275296095
##  [135,]  0.191275597
##  [136,]  0.121141676
##  [137,]  0.382821087
##  [138,]  0.414210290
##  [139,]  0.530246061
##  [140,]  1.434607918
##  [141,]  0.452695164
##  [142,]  0.459748119
##  [143,]  0.349677655
##  [144,]  0.841594676
##  [145,]  1.219719861
##  [146,]  0.493012684
##  [147,]  0.269892621
##  [148,]  1.159916135
##  [149,]  0.614841130
##  [150,]  0.646424155
##  [151,]  0.532861753
##  [152,]  2.318584850
##  [153,]  0.171819330
##  [154,]  0.668655983
##  [155,]  0.322229976
##  [156,]  0.531369781
##  [157,]  0.646031526
##  [158,]  0.934755209
##  [159,]  0.746768906
##  [160,]  1.221252459
##  [161,]  0.627042808
##  [162,]  0.685038948
##  [163,]  1.377901011
##  [164,]  0.430350125
##  [165,]  0.794349565
##  [166,]  0.721767248
##  [167,]  0.250593500
##  [168,]  3.919567519
##  [169,]  1.130857944
##  [170,]  0.257486729
##  [171,]  0.699120542
##  [172,]  0.995634568
##  [173,]  2.078107483
##  [174,]  0.218175901
##  [175,]  0.520251024
##  [176,]  0.674726856
##  [177,]  0.306853800
##  [178,]  1.116338439
##  [179,]  3.226552669
##  [180,]  1.476945457
##  [181,]  0.702757491
##  [182,]  1.067243253
##  [183,]  2.785855841
##  [184,]  0.592843359
##  [185,]  1.419462853
##  [186,]  0.536643387
##  [187,]  0.337146881
##  [188,]  1.136080298
##  [189,]  0.288383440
##  [190,]  0.329435903
##  [191,]  2.734511206
##  [192,]  1.330525044
##  [193,]  2.132956073
##  [194,]  0.292526740
##  [195,]  0.625061887
##  [196,]  0.966647300
##  [197,]  0.467399472
##  [198,]  1.237000517
##  [199,]  0.265990069
##  [200,]  1.363426754
##  [201,]  0.589023950
##  [202,]  0.403699657
##  [203,]  1.127702518
##  [204,]  1.410063939
##  [205,]  0.990882348
##  [206,]  0.576171683
##  [207,]  0.220317880
##  [208,]  0.682647906
##  [209,]  0.213134890
##  [210,]  1.703557906
##  [211,]  1.160724427
##  [212,]  0.491631524
##  [213,]  0.115586803
##  [214,]  0.379009921
##  [215,]  1.751418568
##  [216,]  0.458864020
##  [217,]  3.956961280
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##  [767,]  0.939812810
##  [768,]  0.543041804
##  [769,]  0.552480093
##  [770,]  1.023501679
##  [771,]  1.183707105
##  [772,]  1.778745770
##  [773,]  0.296094346
##  [774,]  0.802108410
##  [775,]  1.459711422
##  [776,]  0.300873035
##  [777,]  1.468741753
##  [778,]  1.061531261
##  [779,]  1.369531511
##  [780,]  0.829847934
##  [781,]  0.843057687
##  [782,]  0.269094520
##  [783,]  0.588458230
##  [784,]  0.382942695
##  [785,]  0.522615676
##  [786,]  0.242991545
##  [787,]  0.269039594
##  [788,]  0.363988561
##  [789,]  0.351058932
##  [790,]  1.319742251
##  [791,] -0.017834506
##  [792,]  0.185543616
##  [793,]  1.452657511
##  [794,]  2.380004905
##  [795,]  0.313530818
##  [796,]  0.632056236
##  [797,]  0.284851688
##  [798,]  0.560870067
##  [799,]  0.146914561
##  [800,]  1.116401374
##  [801,]  1.308791171
##  [802,]  0.311627338
##  [803,]  0.714636930
##  [804,]  0.193443347
##  [805,]  2.092109615
##  [806,]  3.291535002
##  [807,]  0.912570031
##  [808,]  2.078503466
##  [809,]  0.350461927
##  [810,]  1.830134133
##  [811,]  0.817678746
##  [812,]  0.148248751
##  [813,]  0.511674999
##  [814,]  1.548653754
##  [815,]  0.357551140
##  [816,]  1.612943413
##  [817,]  0.818663032
##  [818,]  1.122640200
##  [819,]  1.101508987
##  [820,]  2.543615025
##  [821,]  1.012283222
##  [822,]  0.725884683
##  [823,]  0.707756537
##  [824,]  0.486673444
##  [825,]  0.318891979
##  [826,]  3.777306736
##  [827,]  3.533038406
##  [828,]  0.463148628
##  [829,]  0.848956664
##  [830,]  0.785061428
##  [831,]  2.971508207
##  [832,]  1.499813465
##  [833,]  2.130933788
##  [834,]  1.012789838
##  [835,]  0.410760308
##  [836,]  0.691553125
##  [837,]  0.815849465
##  [838,]  1.392897566
##  [839,]  0.242815310
##  [840,]  1.451923023
##  [841,]  0.838827655
##  [842,]  0.146588642
##  [843,]  2.411615006
##  [844,]  3.615758346
##  [845,]  0.559398672
##  [846,]  0.650397095
##  [847,]  0.783658412
##  [848,]  0.366640755
##  [849,]  2.041388667
##  [850,]  0.364622889
##  [851,]  0.089330955
##  [852,]  0.383123652
##  [853,]  0.757213923
##  [854,]  0.996896197
##  [855,]  0.605550842
##  [856,]  0.845935022
##  [857,]  0.182740243
##  [858,]  0.506896397
##  [859,]  2.093990661
##  [860,]  0.235169185
##  [861,]  2.341978711
##  [862,]  0.781848534
##  [863,]  1.294899699
##  [864,]  0.642398001
##  [865,]  0.447278407
##  [866,]  1.624824080
##  [867,]  3.239944370
##  [868,]  0.653328733
##  [869,]  0.129196456
##  [870,]  0.032132834
##  [871,]  0.244271477
##  [872,]  0.350907650
##  [873,]  0.324938733
##  [874,]  0.299844572
##  [875,]  1.375058266
##  [876,]  1.255436518
##  [877,]  1.124627771
##  [878,]  1.091091010
##  [879,]  3.140580661
##  [880,]  1.216258319
##  [881,]  0.196628091
##  [882,]  2.280808289
##  [883,]  0.295312905
##  [884,]  0.826836778
##  [885,]  1.650336590
##  [886,]  0.550937929
##  [887,]  0.494003961
##  [888,]  1.157874387
##  [889,]  0.820437157
##  [890,]  0.509066530
##  [891,]  0.589638536
##  [892,]  0.632264811
##  [893,]  0.836308734
##  [894,]  0.519982260
##  [895,]  1.239577176
##  [896,]  0.553490618
##  [897,]  0.196840184
##  [898,]  0.086114795
##  [899,]  1.235510589
##  [900,]  0.848583030
##  [901,]  1.016864594
##  [902,]  0.676941102
##  [903,]  0.457120795
##  [904,]  1.301695134
##  [905,]  0.164897299
##  [906,]  1.007684511
##  [907,]  1.085868760
##  [908,]  2.490415485
##  [909,]  1.119310486
##  [910,]  0.300620519
##  [911,]  0.669709775
##  [912,]  0.580882506
##  [913,]  0.725774935
##  [914,]  1.169448468
##  [915,]  0.571086266
##  [916,]  1.086202577
##  [917,]  0.602607852
##  [918,]  0.781285017
##  [919,]  1.019739768
##  [920,]  3.140121144
##  [921,]  0.751224735
##  [922,]  0.816908757
##  [923,]  1.500438389
##  [924,]  0.489045241
##  [925,]  0.180997959
##  [926,]  4.296951513
##  [927,]  0.546741116
##  [928,]  1.093807696
##  [929,]  0.587797544
##  [930,]  0.519099438
##  [931,]  0.868348773
##  [932,]  0.216346738
##  [933,]  0.242706368
##  [934,]  0.377553498
##  [935,]  1.001687668
##  [936,]  0.271571145
##  [937,]  0.470569220
##  [938,]  1.098790368
##  [939,]  0.547363072
##  [940,]  0.576080980
##  [941,]  0.998348629
##  [942,]  1.082584805
##  [943,]  0.858412579
##  [944,]  0.245384933
##  [945,]  3.784143990
##  [946,]  0.135401029
##  [947,]  0.308724138
##  [948,]  0.882093996
##  [949,]  0.379118755
##  [950,]  0.380631401
##  [951,]  1.160283269
##  [952,]  1.718489103
##  [953,]  0.679496572
##  [954,]  2.273507789
##  [955,]  0.129039114
##  [956,]  2.260126925
##  [957,]  1.111736677
##  [958,]  0.339160212
##  [959,]  0.992241700
##  [960,]  1.162940407
##  [961,]  0.250843469
##  [962,]  0.998265855
##  [963,]  0.822001254
##  [964,]  0.135591835
##  [965,]  0.265803830
##  [966,]  0.283620710
##  [967,]  1.451285450
##  [968,]  2.313370995
##  [969,]  0.259231469
##  [970,]  3.003552847
##  [971,]  0.218355022
##  [972,]  2.370616615
##  [973,]  0.864210025
##  [974,]  0.068019540
##  [975,]  0.587218971
##  [976,]  0.756549041
##  [977,]  0.339406695
##  [978,]  1.152960330
##  [979,]  1.866190544
##  [980,]  1.450391544
##  [981,]  1.871431982
##  [982,]  0.870053348
##  [983,]  0.453532446
##  [984,]  0.400215860
##  [985,]  2.770201583
##  [986,]  0.480082357
##  [987,]  0.325944301
##  [988,]  0.788761532
##  [989,]  0.681919490
##  [990,]  0.323468848
##  [991,]  0.438546718
##  [992,]  0.470111908
##  [993,]  1.468961329
##  [994,]  0.311770200
##  [995,]  0.694832881
##  [996,]  2.296013876
##  [997,]  1.733691146
##  [998,]  1.213647984
##  [999,]  1.980196836
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
## 4             1                         -1                         -1
## 5             1                          1                          0
## 6             1                          1                          0
## 7             1                         -1                         -1
## 8             1                         -1                         -1
## 9             1                         -1                         -1
## 10            1                         -1                         -1
## 11            1                          1                          0
## 12            1                          1                          0
## 13            1                         -1                         -1
## 14            1                         -1                         -1
## 15            1                         -1                         -1
## 16            1                         -1                         -1
## 17            1                          1                          0
## 18            1                         -1                         -1
## 19            1                         -1                         -1
## 20            1                          1                          0
## 21            1                         -1                         -1
## 22            1                         -1                         -1
## 23            1                         -1                         -1
## 24            1                         -1                         -1
## 25            1                          1                          0
## 26            1                         -1                         -1
## 27            1                         -1                         -1
## 28            1                         -1                         -1
## 29            1                          1                          0
## 30            1                         -1                         -1
## 31            1                         -1                         -1
## 32            1                         -1                         -1
## 33            1                         -1                         -1
## 34            1                          1                          0
## 35            1                          0                          1
## 36            1                         -1                         -1
## 37            1                          0                          1
## 38            1                         -1                         -1
## 39            1                         -1                         -1
## 40            1                         -1                         -1
## 41            1                         -1                         -1
## 42            1                         -1                         -1
## 43            1                         -1                         -1
## 44            1                         -1                         -1
## 45            1                         -1                         -1
## 46            1                          1                          0
## 47            1                          1                          0
## 48            1                         -1                         -1
## 49            1                          1                          0
## 50            1                         -1                         -1
## 51            1                          1                          0
## 52            1                         -1                         -1
## 53            1                         -1                         -1
## 54            1                          1                          0
## 55            1                          1                          0
## 56            1                          1                          0
## 57            1                         -1                         -1
## 58            1                          1                          0
## 59            1                         -1                         -1
## 60            1                         -1                         -1
## 61            1                          1                          0
## 62            1                         -1                         -1
## 63            1                         -1                         -1
## 64            1                         -1                         -1
## 65            1                         -1                         -1
## 66            1                          1                          0
## 67            1                         -1                         -1
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## 69            1                          1                          0
## 70            1                         -1                         -1
## 71            1                         -1                         -1
## 72            1                         -1                         -1
## 73            1                         -1                         -1
## 74            1                         -1                         -1
## 75            1                         -1                         -1
## 76            1                         -1                         -1
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## 78            1                          1                          0
## 79            1                          1                          0
## 80            1                         -1                         -1
## 81            1                         -1                         -1
## 82            1                          0                          1
## 83            1                         -1                         -1
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## 85            1                         -1                         -1
## 86            1                         -1                         -1
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## 88            1                         -1                         -1
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## 91            1                         -1                         -1
## 92            1                         -1                         -1
## 93            1                         -1                         -1
## 94            1                         -1                         -1
## 95            1                         -1                         -1
## 96            1                         -1                         -1
## 97            1                          1                          0
## 98            1                         -1                         -1
## 99            1                         -1                         -1
## 100           1                          1                          0
## 101           1                         -1                         -1
## 102           1                         -1                         -1
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## 105           1                          1                          0
## 106           1                          1                          0
## 107           1                         -1                         -1
## 108           1                         -1                         -1
## 109           1                          1                          0
## 110           1                         -1                         -1
## 111           1                         -1                         -1
## 112           1                         -1                         -1
## 113           1                         -1                         -1
## 114           1                         -1                         -1
## 115           1                         -1                         -1
## 116           1                          1                          0
## 117           1                         -1                         -1
## 118           1                         -1                         -1
## 119           1                         -1                         -1
## 120           1                          0                          1
## 121           1                         -1                         -1
## 122           1                         -1                         -1
## 123           1                         -1                         -1
## 124           1                          1                          0
## 125           1                         -1                         -1
## 126           1                         -1                         -1
## 127           1                         -1                         -1
## 128           1                         -1                         -1
## 129           1                          1                          0
## 130           1                          0                          1
## 131           1                         -1                         -1
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## 133           1                         -1                         -1
## 134           1                         -1                         -1
## 135           1                         -1                         -1
## 136           1                         -1                         -1
## 137           1                         -1                         -1
## 138           1                         -1                         -1
## 139           1                          1                          0
## 140           1                         -1                         -1
## 141           1                          1                          0
## 142           1                         -1                         -1
## 143           1                          1                          0
## 144           1                         -1                         -1
## 145           1                         -1                         -1
## 146           1                         -1                         -1
## 147           1                         -1                         -1
## 148           1                         -1                         -1
## 149           1                          1                          0
## 150           1                         -1                         -1
## 151           1                          1                          0
## 152           1                         -1                         -1
## 153           1                         -1                         -1
## 154           1                         -1                         -1
## 155           1                         -1                         -1
## 156           1                         -1                         -1
## 157           1                         -1                         -1
## 158           1                         -1                         -1
## 159           1                         -1                         -1
## 160           1                          1                          0
## 161           1                         -1                         -1
## 162           1                         -1                         -1
## 163           1                         -1                         -1
## 164           1                         -1                         -1
## 165           1                         -1                         -1
## 166           1                          1                          0
## 167           1                         -1                         -1
## 168           1                         -1                         -1
## 169           1                          1                          0
## 170           1                         -1                         -1
## 171           1                         -1                         -1
## 172           1                         -1                         -1
## 173           1                         -1                         -1
## 174           1                         -1                         -1
## 175           1                         -1                         -1
## 176           1                          1                          0
## 177           1                          1                          0
## 178           1                         -1                         -1
## 179           1                          1                          0
## 180           1                         -1                         -1
## 181           1                          1                          0
## 182           1                         -1                         -1
## 183           1                          1                          0
## 184           1                          1                          0
## 185           1                         -1                         -1
## 186           1                         -1                         -1
## 187           1                          1                          0
## 188           1                         -1                         -1
## 189           1                         -1                         -1
## 190           1                         -1                         -1
## 191           1                         -1                         -1
## 192           1                         -1                         -1
## 193           1                         -1                         -1
## 194           1                          1                          0
## 195           1                         -1                         -1
## 196           1                         -1                         -1
## 197           1                         -1                         -1
## 198           1                         -1                         -1
## 199           1                         -1                         -1
## 200           1                         -1                         -1
## 201           1                         -1                         -1
## 202           1                          0                          1
## 203           1                         -1                         -1
## 204           1                          1                          0
## 205           1                         -1                         -1
## 206           1                         -1                         -1
## 207           1                         -1                         -1
## 208           1                         -1                         -1
## 209           1                         -1                         -1
## 210           1                         -1                         -1
## 211           1                         -1                         -1
## 212           1                         -1                         -1
## 213           1                         -1                         -1
## 214           1                         -1                         -1
## 215           1                         -1                         -1
## 216           1                         -1                         -1
## 217           1                         -1                         -1
## 218           1                         -1                         -1
## 219           1                         -1                         -1
## 220           1                         -1                         -1
## 221           1                         -1                         -1
## 222           1                         -1                         -1
## 223           1                         -1                         -1
## 224           1                         -1                         -1
## 225           1                         -1                         -1
## 226           1                         -1                         -1
## 227           1                          1                          0
## 228           1                         -1                         -1
## 229           1                         -1                         -1
## 230           1                         -1                         -1
## 231           1                         -1                         -1
## 232           1                         -1                         -1
## 233           1                         -1                         -1
## 234           1                         -1                         -1
## 235           1                         -1                         -1
## 236           1                         -1                         -1
## 237           1                          1                          0
## 238           1                         -1                         -1
## 239           1                         -1                         -1
## 240           1                         -1                         -1
## 241           1                         -1                         -1
## 242           1                         -1                         -1
## 243           1                         -1                         -1
## 244           1                          1                          0
## 245           1                         -1                         -1
## 246           1                         -1                         -1
## 247           1                         -1                         -1
## 248           1                         -1                         -1
## 249           1                         -1                         -1
## 250           1                         -1                         -1
## 251           1                         -1                         -1
## 252           1                         -1                         -1
## 253           1                         -1                         -1
## 254           1                         -1                         -1
## 255           1                          1                          0
## 256           1                         -1                         -1
## 257           1                          1                          0
## 258           1                          1                          0
## 259           1                          1                          0
## 260           1                         -1                         -1
## 261           1                         -1                         -1
## 262           1                         -1                         -1
## 263           1                         -1                         -1
## 264           1                         -1                         -1
## 265           1                         -1                         -1
## 266           1                         -1                         -1
## 267           1                         -1                         -1
## 268           1                         -1                         -1
## 269           1                         -1                         -1
## 270           1                         -1                         -1
## 271           1                          1                          0
## 272           1                          0                          1
## 273           1                         -1                         -1
## 274           1                         -1                         -1
## 275           1                         -1                         -1
## 276           1                         -1                         -1
## 277           1                         -1                         -1
## 278           1                         -1                         -1
## 279           1                         -1                         -1
## 280           1                         -1                         -1
## 281           1                         -1                         -1
## 282           1                         -1                         -1
## 283           1                          1                          0
## 284           1                         -1                         -1
## 285           1                          1                          0
## 286           1                         -1                         -1
## 287           1                          1                          0
## 288           1                          1                          0
## 289           1                          0                          1
## 290           1                         -1                         -1
## 291           1                         -1                         -1
## 292           1                         -1                         -1
## 293           1                          1                          0
## 294           1                         -1                         -1
## 295           1                         -1                         -1
## 296           1                         -1                         -1
## 297           1                         -1                         -1
## 298           1                          1                          0
## 299           1                         -1                         -1
## 300           1                          1                          0
## 301           1                         -1                         -1
## 302           1                          1                          0
## 303           1                         -1                         -1
## 304           1                         -1                         -1
## 305           1                          1                          0
## 306           1                         -1                         -1
## 307           1                         -1                         -1
## 308           1                         -1                         -1
## 309           1                         -1                         -1
## 310           1                         -1                         -1
## 311           1                         -1                         -1
## 312           1                         -1                         -1
## 
## $terms
## sd ~ demo$parents_grad_college
## attr(,"variables")
## list(sd, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## sd                                                0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.

Self-Efficacy

Now, Self-Efficacy:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0389 0.019427 0.77022 0.00496  0.472
## Residuals                 309    7.7937 0.025222         0.99504       
## Total                     311    7.8325                  1.00000       
## 
## $call
## adonis(formula = se ~ demo$parents_grad_college)
## 
## $coefficients
##                            self_determition_ave         se1         se2
## (Intercept)                           3.9493393  3.73502477  4.01826574
## demo$parents_grad_college1           -0.1672497  0.05602001  0.02651038
## demo$parents_grad_college2            0.3756607 -0.11002477 -0.14326574
##                                    se3         se4         se5
## (Intercept)                 3.68838298  3.83605968  4.04003191
## demo$parents_grad_college1  0.08773642  0.08931345 -0.05495728
## demo$parents_grad_college2 -0.18838298 -0.21105968 -0.04003191
##                            self_efficacy_ave
## (Intercept)                        3.8635530
## demo$parents_grad_college1         0.0409246
## demo$parents_grad_college2        -0.1385530
## 
## $coef.sites
##                                      1           2            3           4
## (Intercept)                0.142746050 0.122063479  0.111419963 0.124084972
## demo$parents_grad_college1 0.005590259 0.009512904  0.015272199 0.008122250
## demo$parents_grad_college2 0.003355396 0.001260492 -0.006155203 0.005055995
##                                      5           6           7           8
## (Intercept)                0.142746050  0.12797358  0.16850695 0.142746050
## demo$parents_grad_college1 0.005590259  0.02092127  0.02870866 0.005590259
## demo$parents_grad_college2 0.003355396 -0.01668921 -0.03407944 0.003355396
##                                      9           10           11           12
## (Intercept)                0.125662129  0.546921568  0.131730291  0.112606419
## demo$parents_grad_college1 0.009157980 -0.012015896  0.012582285  0.013032395
## demo$parents_grad_college2 0.005577062  0.003923193 -0.000549756 -0.002495826
##                                      13           14           15           16
## (Intercept)                 0.111419963  0.111525115  0.128364176  0.111525115
## demo$parents_grad_college1  0.015272199  0.015082539  0.011684245  0.015082539
## demo$parents_grad_college2 -0.006155203 -0.005093224 -0.003211743 -0.005093224
##                                     17          18          19          20
## (Intercept)                0.138822976 0.119488639 0.139934822  0.12207801
## demo$parents_grad_college1 0.004450571 0.010143483 0.004970415  0.01829815
## demo$parents_grad_college2 0.007453418 0.003373544 0.005163124 -0.01101062
##                                     21          22            23          24
## (Intercept)                0.116948680  0.19191255  1.549791e-01  0.11913024
## demo$parents_grad_college1 0.011138657  0.02287602  1.235510e-02  0.01744522
## demo$parents_grad_college2 0.001771968 -0.02013024 -6.537923e-05 -0.01027513
##                                      25           26          27          28
## (Intercept)                 0.111525115  0.564646210  0.12079348  0.23582976
## demo$parents_grad_college1  0.015082539 -0.013074603  0.01208903  0.02595906
## demo$parents_grad_college2 -0.005093224  0.005061539 -0.00248446 -0.03212499
##                                     29           30           31           32
## (Intercept)                0.142746050  0.152325164 0.1324060176  0.522286087
## demo$parents_grad_college1 0.005590259  0.014970424 0.0085847901 -0.009224523
## demo$parents_grad_college2 0.003355396 -0.003942506 0.0006702124  0.001127756
##                                     33           34          35          36
## (Intercept)                 0.13006336  0.121321154  0.16666565 0.132994897
## demo$parents_grad_college1  0.02015604  0.017193426  0.02895833 0.007637033
## demo$parents_grad_college2 -0.01543473 -0.008332431 -0.03552763 0.002685052
##                                     37           38           39          40
## (Intercept)                0.138601062  0.116550707  0.522286087  0.12155156
## demo$parents_grad_college1 0.004643752  0.016189834 -0.009224523  0.01955795
## demo$parents_grad_college2 0.006463700 -0.009408555  0.001127756 -0.01487989
##                                     41           42          43          44
## (Intercept)                 0.12622250  0.127485271  0.12150870 0.126189545
## demo$parents_grad_college1  0.01018494  0.011774895  0.01185760 0.008880331
## demo$parents_grad_college2 -0.00107007 -0.003879142 -0.00254493 0.001537282
##                                     45          46          47          48
## (Intercept)                0.142746050  0.16383717  0.43625112  0.32138309
## demo$parents_grad_college1 0.005590259  0.02176687  0.00069388  0.01929582
## demo$parents_grad_college2 0.003355396 -0.02226253 -0.01323069 -0.02583162
##                                     49           50           51          52
## (Intercept)                 0.12797358  0.111935026  0.564646210  0.20695305
## demo$parents_grad_college1  0.02092127  0.015534203 -0.013074603  0.02870721
## demo$parents_grad_college2 -0.01668921 -0.007030853  0.005061539 -0.03549443
##                                       53           54           55
## (Intercept)                 0.1183816345  0.564646210  0.113830295
## demo$parents_grad_college1  0.0123399819 -0.013074603  0.014100517
## demo$parents_grad_college2 -0.0002035332  0.005061539 -0.003071851
##                                       56           57          58           59
## (Intercept)                 0.1183816345  0.112723934 0.130490258  0.114915749
## demo$parents_grad_college1  0.0123399819  0.012841830 0.005889768  0.014578228
## demo$parents_grad_college2 -0.0002035332 -0.001445551 0.005641636 -0.005181529
##                                     60          61           62           63
## (Intercept)                 0.17227284 0.131915168  0.124077655  0.112723934
## demo$parents_grad_college1  0.01958043 0.006216899  0.016158223  0.012841830
## demo$parents_grad_college2 -0.01793098 0.004319986 -0.009383114 -0.001445551
##                                     64          65          66          67
## (Intercept)                 0.13598096  0.13876813  0.30331310 0.141221050
## demo$parents_grad_college1  0.01848486  0.01797498  0.01834624 0.005185587
## demo$parents_grad_college2 -0.01251758 -0.01187455 -0.02496508 0.004380847
##                                     68           69          70          71
## (Intercept)                0.145500693  0.113171225  0.14048978  0.13712565
## demo$parents_grad_college1 0.001911861  0.015575834  0.02229023  0.01882797
## demo$parents_grad_college2 0.011947295 -0.007513878 -0.02090909 -0.01504331
##                                      72          73          74          75
## (Intercept)                 0.112723934 0.139836569  0.15246795 0.142746050
## demo$parents_grad_college1  0.012841830 0.004040626  0.02643886 0.005590259
## demo$parents_grad_college2 -0.001445551 0.008536272 -0.02921364 0.003355396
##                                     76          77           78          79
## (Intercept)                0.134899707 0.138601062  0.555651958  0.15078832
## demo$parents_grad_college1 0.004054881 0.004643752 -0.012669898  0.01637428
## demo$parents_grad_college2 0.009721020 0.006463700  0.004565232 -0.01137288
##                                     80          81           82           83
## (Intercept)                0.138822976 0.134845252  0.116550707  0.380064872
## demo$parents_grad_college1 0.004450571 0.006840564  0.016189834  0.003487279
## demo$parents_grad_college2 0.007453418 0.002485582 -0.009408555 -0.006539825
##                                      84           85           86           87
## (Intercept)                 0.115798898  0.113830295  0.122133797  0.146612178
## demo$parents_grad_college1  0.013354259  0.014100517  0.013094090  0.013257674
## demo$parents_grad_college2 -0.001833034 -0.003071851 -0.003421782 -0.001413973
##                                      88           89           90          91
## (Intercept)                 0.538472839 0.1216842064  0.116852858 0.121798237
## demo$parents_grad_college1 -0.011183883 0.0098438867  0.013174704 0.009064624
## demo$parents_grad_college2  0.003115353 0.0004947837 -0.001292337 0.003122163
##                                      92           93          94           95
## (Intercept)                 0.114555076  0.117316686  0.16379609 0.1513964411
## demo$parents_grad_college1  0.014135254  0.012710198  0.02999482 0.0009769981
## demo$parents_grad_college2 -0.003276693 -0.003484106 -0.03758008 0.0139962047
##                                     96           97          98          99
## (Intercept)                0.139934822  0.124657815  0.33332777  0.13595079
## demo$parents_grad_college1 0.004970415  0.012470102  0.01828308  0.02629314
## demo$parents_grad_college2 0.005163124 -0.004402475 -0.02477983 -0.02685271
##                                     100         101         102         103
## (Intercept)                 0.112606419  0.12622250 0.138822976  0.25147684
## demo$parents_grad_college1  0.013032395  0.01018494 0.004450571  0.02340106
## demo$parents_grad_college2 -0.002495826 -0.00107007 0.007453418 -0.02762041
##                                    104         105         106         107
## (Intercept)                 0.12539736 0.142746050  0.29489792  0.11799281
## demo$parents_grad_college1  0.01612899 0.005590259  0.02116971  0.01806825
## demo$parents_grad_college2 -0.00675088 0.003355396 -0.03071073 -0.01251748
##                                    108         109         110         111
## (Intercept)                 0.16295261 0.124667141  0.16354046  0.16889091
## demo$parents_grad_college1  0.01928505 0.011340517  0.01704549  0.02743819
## demo$parents_grad_college2 -0.01356547 0.002033108 -0.01271529 -0.03140998
##                                    112          113          114         115
## (Intercept)                0.141221050  0.111525115  0.112723934  0.23164879
## demo$parents_grad_college1 0.005185587  0.015082539  0.012841830  0.02759953
## demo$parents_grad_college2 0.004380847 -0.005093224 -0.001445551 -0.03719597
##                                    116         117         118         119
## (Intercept)                0.145500693 0.125847289  0.14520169  0.13146743
## demo$parents_grad_college1 0.001911861 0.007949864  0.01704960  0.02055365
## demo$parents_grad_college2 0.011947295 0.005010519 -0.01567373 -0.01683880
##                                    120          121          122         123
## (Intercept)                 0.27849197  0.111525115  0.113171225 0.141221050
## demo$parents_grad_college1  0.02644651  0.015082539  0.015575834 0.005185587
## demo$parents_grad_college2 -0.04070005 -0.005093224 -0.007513878 0.004380847
##                                    124         125         126         127
## (Intercept)                 0.13779124  0.17790886 0.141155330 0.135587689
## demo$parents_grad_college1  0.02511181  0.02355783 0.003526396 0.008011032
## demo$parents_grad_college2 -0.02740365 -0.02410980 0.009327830 0.008274775
##                                    128         129           130         131
## (Intercept)                 0.14505624 0.141221050  0.1339949688  0.17468099
## demo$parents_grad_college1  0.01550173 0.005185587  0.0089867204  0.02636309
## demo$parents_grad_college2 -0.00578619 0.004380847 -0.0003623591 -0.02921547
##                                    132          133          134          135
## (Intercept)                 0.13731315 0.1649589076  0.116236793  0.114292898
## demo$parents_grad_college1  0.01854479 0.0001406458  0.012380309  0.013341514
## demo$parents_grad_college2 -0.01273847 0.0166585882 -0.001947065 -0.003850058
##                                    136           137          138         139
## (Intercept)                0.142746050  0.1332447879  0.118435608  0.15473010
## demo$parents_grad_college1 0.005590259  0.0089402518  0.016295871  0.02564445
## demo$parents_grad_college2 0.003355396 -0.0004210447 -0.007617752 -0.02793483
##                                     140         141         142         143
## (Intercept)                0.1324060176  0.14026958  0.17208471 0.139934822
## demo$parents_grad_college1 0.0085847901  0.01520674  0.02702913 0.004970415
## demo$parents_grad_college2 0.0006702124 -0.00892847 -0.03249711 0.005163124
##                                     144        145         146         147
## (Intercept)                 0.128491436 0.12819291 0.130683515 0.138822976
## demo$parents_grad_college1  0.015512880 0.01121108 0.005694953 0.004450571
## demo$parents_grad_college2 -0.005506788 0.00281802 0.006649763 0.007453418
##                                    148          149           150         151
## (Intercept)                 0.27209188  0.500448578  0.1376574065  0.16889091
## demo$parents_grad_college1  0.01969204 -0.005405271  0.0116323077  0.02743819
## demo$parents_grad_college2 -0.02338079 -0.003480761 -0.0001166195 -0.03140998
##                                    152         153         154         155
## (Intercept)                0.142746050  0.11250850 0.126831132 0.121637707
## demo$parents_grad_college1 0.005590259  0.01464972 0.008714516 0.009254830
## demo$parents_grad_college2 0.003355396 -0.00392119 0.004536275 0.002103046
##                                    156         157         158         159
## (Intercept)                0.142746050 0.142746050 0.142746050 0.122782832
## demo$parents_grad_college1 0.005590259 0.005590259 0.005590259 0.008647829
## demo$parents_grad_college2 0.003355396 0.003355396 0.003355396 0.004240620
##                                    160          161         162         163
## (Intercept)                 0.15157520  0.120772359 0.121798237 0.134030696
## demo$parents_grad_college1  0.01847132  0.016244755 0.009064624 0.007698500
## demo$parents_grad_college2 -0.01543462 -0.007783636 0.003122163 0.002204458
##                                    164         165           166         167
## (Intercept)                0.116948680 0.142746050  0.1185905509 0.122063479
## demo$parents_grad_college1 0.011138657 0.005590259  0.0105483174 0.009512904
## demo$parents_grad_college2 0.001771968 0.003355396 -0.0002815299 0.001260492
##                                     168         169         170         171
## (Intercept)                 0.111419963 0.141221050 0.129629554 0.143052969
## demo$parents_grad_college1  0.015272199 0.005185587 0.008061458 0.002838547
## demo$parents_grad_college2 -0.006155203 0.004380847 0.002759825 0.010463613
##                                    172         173          174         175
## (Intercept)                0.151154221 0.125662129  0.115538390 0.148341290
## demo$parents_grad_college1 0.001732224 0.009157980  0.013711829 0.004671475
## demo$parents_grad_college2 0.013539262 0.005577062 -0.002126562 0.012646154
##                                    176          177          178          179
## (Intercept)                0.148329763  0.475679842  0.172948017  0.129320495
## demo$parents_grad_college1 0.001344244 -0.004012879  0.017470503  0.014539335
## demo$parents_grad_college2 0.013076818 -0.004226974 -0.009277921 -0.005653938
##                                    180          181         182         183
## (Intercept)                0.121798237  0.114731128  0.15273349 0.133258882
## demo$parents_grad_college1 0.009064624  0.015779039  0.02311738 0.006432306
## demo$parents_grad_college2 0.003122163 -0.008327821 -0.02299504 0.003526546
##                                     184          185         186          187
## (Intercept)                 0.162849407  0.138017315  0.15128008  0.113097346
## demo$parents_grad_college1  0.014817612  0.009650210  0.01995103  0.013293746
## demo$parents_grad_college2 -0.007437299 -0.001702311 -0.01582390 -0.003363127
##                                     188         189         190         191
## (Intercept)                0.1440047255 0.141221050 0.142746050  0.21144286
## demo$parents_grad_college1 0.0124223943 0.005185587 0.005590259  0.02718528
## demo$parents_grad_college2 0.0002577227 0.004380847 0.003355396 -0.03318775
##                                    192         193         194         195
## (Intercept)                0.138822976 0.142746050 0.133258882 0.127176406
## demo$parents_grad_college1 0.004450571 0.005590259 0.006432306 0.006560058
## demo$parents_grad_college2 0.007453418 0.003355396 0.003526546 0.005534878
##                                    196          197          198         199
## (Intercept)                0.130872892  0.117387450  0.153725799 0.139836569
## demo$parents_grad_college1 0.006151046  0.012429590  0.012967058 0.004040626
## demo$parents_grad_college2 0.004807056 -0.002430088 -0.002639372 0.008536272
##                                    200          201          202          203
## (Intercept)                0.142746050  0.111525115  0.120563754  0.111935026
## demo$parents_grad_college1 0.005590259  0.015082539  0.013038865  0.015534203
## demo$parents_grad_college2 0.003355396 -0.005093224 -0.004289305 -0.007030853
##                                     204         205          206          207
## (Intercept)                0.1276191712  0.13871913  0.564646210  0.127942721
## demo$parents_grad_college1 0.0092865018  0.01592950 -0.013074603  0.013779425
## demo$parents_grad_college2 0.0002505946 -0.00736779  0.005061539 -0.003904116
##                                    208          209         210          211
## (Intercept)                0.130645544 0.1181365273  0.12795582 0.1239735145
## demo$parents_grad_college1 0.008596974 0.0102859751  0.02187280 0.0105866546
## demo$parents_grad_college2 0.001012101 0.0005754879 -0.01892561 0.0009468856
##                                    212         213          214         215
## (Intercept)                0.116887126  0.13469507  0.124657815  0.16500184
## demo$parents_grad_college1 0.011517814  0.01945396  0.012470102  0.02149744
## demo$parents_grad_college2 0.001070374 -0.01410991 -0.004402475 -0.01968668
##                                    216         217          218         219
## (Intercept)                 0.16524659 0.139836569  0.114555076 0.138601062
## demo$parents_grad_college1  0.01361006 0.004040626  0.014135254 0.004643752
## demo$parents_grad_college2 -0.00162428 0.008536272 -0.003276693 0.006463700
##                                     220         221         222         223
## (Intercept)                 0.128065001  0.14987157 0.142746050 0.142746050
## demo$parents_grad_college1  0.013005210  0.01678719 0.005590259 0.005590259
## demo$parents_grad_college2 -0.004934563 -0.01275870 0.003355396 0.003355396
##                                    224         225          226          227
## (Intercept)                0.175737190  0.18787080  0.120772359  0.125475345
## demo$parents_grad_college1 0.010607620  0.02566751  0.016244755  0.013485400
## demo$parents_grad_college2 0.003863212 -0.02867955 -0.007783636 -0.005880473
##                                     228          229         230         231
## (Intercept)                 0.111935026  0.116104996 0.139934822  0.35040269
## demo$parents_grad_college1  0.015534203  0.014621571 0.004970415  0.01541601
## demo$parents_grad_college2 -0.007030853 -0.005662156 0.005163124 -0.02185130
##                                    232          233         234          235
## (Intercept)                0.131915168  0.130117279  0.13094932  0.522286087
## demo$parents_grad_college1 0.006216899  0.013300778  0.01890817 -0.009224523
## demo$parents_grad_college2 0.004319986 -0.003230225 -0.01486918  0.001127756
##                                     236           237          238         239
## (Intercept)                 0.111525115  1.159104e-01  0.122740558  0.17790886
## demo$parents_grad_college1  0.015082539  1.193676e-02  0.017157384  0.02355783
## demo$parents_grad_college2 -0.005093224 -6.379971e-05 -0.008398374 -0.02410980
##                                    240          241         242          243
## (Intercept)                 0.24496924  0.111525115  0.15338666  0.119562439
## demo$parents_grad_college1  0.02091557  0.015082539  0.01789289  0.014279810
## demo$parents_grad_college2 -0.02489174 -0.005093224 -0.01192694 -0.005729859
##                                    244          245         246           247
## (Intercept)                0.142746050 0.1600657335  0.21255124  0.1137008106
## demo$parents_grad_college1 0.005590259 0.0120511114  0.01967701  0.0124138870
## demo$parents_grad_college2 0.003355396 0.0001316778 -0.01765270 -0.0002889826
##                                    248         249          250         251
## (Intercept)                 0.14092129  0.23223313  0.116550707  0.13731315
## demo$parents_grad_college1  0.02320639  0.02717409  0.016189834  0.01854479
## demo$parents_grad_college2 -0.02451743 -0.03444378 -0.009408555 -0.01273847
##                                    252          253         254         255
## (Intercept)                0.131684329  0.132430102 0.129629554  0.13053318
## demo$parents_grad_college1 0.005278553  0.013916880 0.008061458  0.01986941
## demo$parents_grad_college2 0.007754064 -0.004405132 0.002759825 -0.01642167
##                                    256         257         258         259
## (Intercept)                0.120106550 0.138601062 0.138601062 0.138944970
## demo$parents_grad_college1 0.010270621 0.004643752 0.004643752 0.004902082
## demo$parents_grad_college2 0.003090038 0.006463700 0.006463700 0.005644569
##                                     260          261         262          263
## (Intercept)                 0.461040141  0.111525115  0.12539736  0.115798898
## demo$parents_grad_college1  0.003122282  0.015082539  0.01612899  0.013354259
## demo$parents_grad_college2 -0.020362500 -0.005093224 -0.00675088 -0.001833034
##                                    264           265         266          267
## (Intercept)                 0.33829004  0.4706042995 0.142746050  0.129873011
## demo$parents_grad_college1  0.01176647  0.0002630927 0.005590259  0.015904395
## demo$parents_grad_college2 -0.01091767 -0.0074582311 0.003355396 -0.006888363
##                                    268         269           270          271
## (Intercept)                0.139934822  0.19859993  0.1204967207  0.120073147
## demo$parents_grad_college1 0.004970415  0.02423420  0.0116431422  0.011359878
## demo$parents_grad_college2 0.005163124 -0.02620143 -0.0006047909 -0.000181217
##                                    272         273         274         275
## (Intercept)                 0.14780662  0.16148164 0.138601062  0.22142538
## demo$parents_grad_college1  0.02945179  0.02209618 0.004643752  0.02218005
## demo$parents_grad_college2 -0.03470310 -0.01865422 0.006463700 -0.02524734
##                                    276          277          278          279
## (Intercept)                 0.15260643  0.111525115  0.116236793  0.116840154
## demo$parents_grad_college1  0.02714410  0.015082539  0.012380309  0.012447158
## demo$parents_grad_college2 -0.02853462 -0.005093224 -0.001947065 -0.002617719
##                                    280         281          282         283
## (Intercept)                 0.35628766  0.16379609  0.114292898 0.121390958
## demo$parents_grad_college1  0.01493433  0.02999482  0.013341514 0.011727990
## demo$parents_grad_college2 -0.02092839 -0.03758008 -0.003850058 0.001031811
##                                    284         285          286         287
## (Intercept)                0.121637707  0.12622250  0.125176631 0.129075135
## demo$parents_grad_college1 0.009254830  0.01018494  0.015099664 0.006712127
## demo$parents_grad_college2 0.002103046 -0.00107007 -0.006530155 0.007006561
##                                    288         289         290         291
## (Intercept)                0.138601062  0.13957966 0.136490695 0.142746050
## demo$parents_grad_college1 0.004643752  0.02496669 0.005314427 0.005590259
## demo$parents_grad_college2 0.006463700 -0.02476904 0.008311148 0.003355396
##                                    292         293          294         295
## (Intercept)                 0.12079348 0.142746050  0.113830295 0.130683515
## demo$parents_grad_college1  0.01208903 0.005590259  0.014100517 0.005694953
## demo$parents_grad_college2 -0.00248446 0.003355396 -0.003071851 0.006649763
##                                     296         297          298         299
## (Intercept)                 0.119800330  0.12133915  0.538472839 0.145500693
## demo$parents_grad_college1  0.015797160  0.01856065 -0.011183883 0.001911861
## demo$parents_grad_college2 -0.009802706 -0.01466748  0.003115353 0.011947295
##                                    300         301          302         303
## (Intercept)                0.142746050 0.142746050  0.126773421  0.11250850
## demo$parents_grad_college1 0.005590259 0.005590259  0.016519008  0.01464972
## demo$parents_grad_college2 0.003355396 0.003355396 -0.008126944 -0.00392119
##                                    304         305         306          307
## (Intercept)                0.138944970  0.11832893  0.12079348  0.116236793
## demo$parents_grad_college1 0.004902082  0.01889441  0.01208903  0.012380309
## demo$parents_grad_college2 0.005644569 -0.01166978 -0.00248446 -0.001947065
##                                    308         309         310          311
## (Intercept)                 0.27581280 0.132938967  0.26182051  0.113830295
## demo$parents_grad_college1  0.02100813 0.007747846  0.02237426  0.014100517
## demo$parents_grad_college2 -0.02225495 0.006690803 -0.02653043 -0.003071851
##                                    312
## (Intercept)                 0.19035579
## demo$parents_grad_college1  0.02365799
## demo$parents_grad_college2 -0.02603566
## 
## $f.perms
##                [,1]
##    [1,]  0.94969121
##    [2,]  1.16056820
##    [3,]  0.27921751
##    [4,]  0.34716455
##    [5,]  1.64135234
##    [6,]  0.26540552
##    [7,]  0.74558669
##    [8,]  0.24623180
##    [9,]  2.90700310
##   [10,]  1.24261292
##   [11,]  0.30766653
##   [12,]  0.60324173
##   [13,]  0.70610232
##   [14,]  1.53993462
##   [15,]  1.03730347
##   [16,]  0.57403666
##   [17,]  0.56794886
##   [18,]  1.18642774
##   [19,]  0.10028125
##   [20,]  0.37627878
##   [21,]  0.76923961
##   [22,]  0.59908719
##   [23,]  0.98358175
##   [24,]  0.45646378
##   [25,]  0.78539693
##   [26,]  0.26347484
##   [27,]  0.78804158
##   [28,]  0.83685164
##   [29,]  0.37361146
##   [30,]  0.30211155
##   [31,]  1.22077858
##   [32,]  2.64324326
##   [33,]  3.29705122
##   [34,]  0.72551746
##   [35,]  3.17094576
##   [36,]  4.33774946
##   [37,]  1.02950819
##   [38,]  0.35278225
##   [39,]  1.86397975
##   [40,]  0.62129767
##   [41,]  0.91521109
##   [42,]  1.10659972
##   [43,]  0.35033142
##   [44,]  0.45485469
##   [45,]  0.42033181
##   [46,]  0.86289290
##   [47,]  0.60143496
##   [48,]  2.15879757
##   [49,]  2.54284934
##   [50,]  1.37365257
##   [51,]  0.80864650
##   [52,]  2.09104347
##   [53,]  0.88458982
##   [54,]  0.68801556
##   [55,]  2.30111852
##   [56,]  0.80907979
##   [57,]  1.18674051
##   [58,]  0.79440141
##   [59,]  0.30476732
##   [60,]  0.10088505
##   [61,]  3.01244760
##   [62,]  0.64980736
##   [63,]  0.71418226
##   [64,]  0.24775025
##   [65,]  1.26255507
##   [66,]  0.83445765
##   [67,]  1.08026720
##   [68,]  0.92490724
##   [69,]  2.31852245
##   [70,]  2.08145488
##   [71,]  0.27244077
##   [72,]  1.38083519
##   [73,]  0.91432560
##   [74,]  1.23895182
##   [75,]  0.48340794
##   [76,]  0.32651962
##   [77,]  0.71082684
##   [78,]  0.24422409
##   [79,]  0.20762022
##   [80,]  0.60824961
##   [81,]  0.27222359
##   [82,]  1.68077500
##   [83,]  0.61096299
##   [84,]  0.69582372
##   [85,]  0.77945443
##   [86,]  1.26103120
##   [87,]  0.22139945
##   [88,]  0.26239453
##   [89,]  0.44668804
##   [90,]  1.55867280
##   [91,]  0.84914378
##   [92,]  0.25671732
##   [93,]  0.61469624
##   [94,]  4.65904690
##   [95,]  0.89730378
##   [96,]  0.68908387
##   [97,]  0.69514947
##   [98,]  0.99801312
##   [99,]  1.86109524
##  [100,]  1.57612834
##  [101,]  0.21673846
##  [102,]  1.03249224
##  [103,]  0.47922536
##  [104,]  0.51722576
##  [105,]  0.80327859
##  [106,]  0.25626774
##  [107,]  0.79089147
##  [108,]  0.80480268
##  [109,]  4.32092710
##  [110,]  0.21636862
##  [111,]  0.15511740
##  [112,]  0.70790603
##  [113,]  0.78298987
##  [114,]  0.85519050
##  [115,]  0.56263273
##  [116,]  1.20908118
##  [117,]  0.53713717
##  [118,]  0.36684472
##  [119,]  0.23569447
##  [120,]  0.30785153
##  [121,]  7.14705388
##  [122,]  1.12663829
##  [123,]  0.64465134
##  [124,]  0.97726016
##  [125,]  0.61138841
##  [126,]  1.99854915
##  [127,]  0.08233660
##  [128,]  0.46434106
##  [129,]  1.26162663
##  [130,]  0.41829788
##  [131,]  1.20923959
##  [132,]  1.32574446
##  [133,]  0.48352235
##  [134,]  0.27709625
##  [135,]  0.88317931
##  [136,]  0.34631658
##  [137,]  1.06832756
##  [138,]  0.64057366
##  [139,]  0.50499289
##  [140,]  1.48683554
##  [141,]  1.39669180
##  [142,]  0.87013494
##  [143,]  0.45053881
##  [144,]  0.89209051
##  [145,]  0.73684025
##  [146,]  0.32743037
##  [147,]  1.42575257
##  [148,]  0.46733184
##  [149,]  0.52539222
##  [150,]  1.27939177
##  [151,]  0.61160813
##  [152,]  3.14089523
##  [153,]  0.32229883
##  [154,]  0.52206765
##  [155,]  0.17859934
##  [156,]  0.43812407
##  [157,]  0.19209081
##  [158,]  0.52830295
##  [159,]  1.23489145
##  [160,]  0.57538569
##  [161,]  0.38621217
##  [162,]  1.09537877
##  [163,]  0.74119409
##  [164,]  0.29541405
##  [165,]  1.43711807
##  [166,]  0.82079434
##  [167,]  1.04719418
##  [168,]  2.50757671
##  [169,]  0.34036451
##  [170,]  0.58412176
##  [171,]  0.67268573
##  [172,]  0.46859835
##  [173,]  2.80643121
##  [174,]  0.45219676
##  [175,]  0.17384591
##  [176,]  0.21162167
##  [177,]  0.25761334
##  [178,]  0.39297868
##  [179,]  2.01933988
##  [180,]  1.62496023
##  [181,]  1.35171173
##  [182,]  2.29853488
##  [183,]  4.56536327
##  [184,]  0.28469922
##  [185,]  1.11111306
##  [186,]  1.18224808
##  [187,]  0.28481298
##  [188,]  1.04901528
##  [189,]  0.28117772
##  [190,]  0.32954757
##  [191,]  2.03759240
##  [192,]  1.30695331
##  [193,]  2.75364403
##  [194,]  0.89354781
##  [195,]  0.66086394
##  [196,]  0.56157949
##  [197,]  0.42754988
##  [198,]  0.59669348
##  [199,]  0.30711464
##  [200,]  0.38378787
##  [201,]  0.86812275
##  [202,]  0.64345508
##  [203,]  1.54817682
##  [204,]  0.87107559
##  [205,]  1.06531164
##  [206,]  1.59205631
##  [207,]  0.34273569
##  [208,]  0.61901262
##  [209,]  1.31474259
##  [210,]  0.68588150
##  [211,]  0.66541376
##  [212,]  0.40670204
##  [213,]  0.15635428
##  [214,]  0.36411697
##  [215,]  1.10584795
##  [216,]  0.64643761
##  [217,]  1.31670813
##  [218,]  1.68316871
##  [219,]  1.04648244
##  [220,]  2.20129422
##  [221,]  0.20347393
##  [222,]  0.24079762
##  [223,]  0.70006655
##  [224,]  8.17639359
##  [225,]  0.28464555
##  [226,]  2.79090161
##  [227,]  0.35452446
##  [228,]  0.80951687
##  [229,]  0.59307091
##  [230,]  0.37803843
##  [231,]  0.78868407
##  [232,]  0.58185953
##  [233,]  5.98412186
##  [234,]  0.61064676
##  [235,]  0.54294871
##  [236,]  1.04862969
##  [237,]  0.64009129
##  [238,]  0.93555431
##  [239,]  1.01627728
##  [240,]  0.26758576
##  [241,]  0.70736283
##  [242,]  0.49037294
##  [243,]  0.89356518
##  [244,]  1.37809124
##  [245,]  3.12282462
##  [246,]  1.12027164
##  [247,]  0.06903008
##  [248,]  1.83524536
##  [249,]  0.42900077
##  [250,]  0.18721905
##  [251,]  0.63124555
##  [252,]  0.71972991
##  [253,]  2.20613684
##  [254,]  1.29685230
##  [255,]  0.16071978
##  [256,]  0.18220968
##  [257,]  0.26726121
##  [258,]  1.02335500
##  [259,]  0.44803796
##  [260,]  1.82208065
##  [261,]  1.30498702
##  [262,]  2.41411674
##  [263,]  1.00079990
##  [264,]  3.13376841
##  [265,]  0.35661847
##  [266,]  1.03781863
##  [267,]  0.96376462
##  [268,]  1.13643340
##  [269,]  0.42969071
##  [270,]  1.98566246
##  [271,]  0.50058059
##  [272,]  0.80881965
##  [273,]  1.18434944
##  [274,]  2.69217273
##  [275,]  1.03397177
##  [276,]  0.52620601
##  [277,]  2.84436568
##  [278,]  0.51420552
##  [279,]  0.55949424
##  [280,]  1.66222443
##  [281,]  1.46182389
##  [282,]  0.25167198
##  [283,]  0.37613416
##  [284,]  0.18459345
##  [285,]  0.72572699
##  [286,]  3.65151801
##  [287,]  0.42906921
##  [288,]  0.06627178
##  [289,]  0.62005818
##  [290,]  0.22591596
##  [291,]  1.00198461
##  [292,]  1.42859059
##  [293,]  1.62225793
##  [294,]  2.35954495
##  [295,]  1.09050948
##  [296,]  0.50070539
##  [297,]  0.37388648
##  [298,]  0.31679220
##  [299,]  1.25859087
##  [300,]  2.26900495
##  [301,]  0.57201725
##  [302,]  0.69582732
##  [303,]  0.57784374
##  [304,]  0.64017361
##  [305,]  0.72947856
##  [306,]  0.91770145
##  [307,]  0.66475594
##  [308,]  0.42811272
##  [309,]  0.73620832
##  [310,]  0.46521317
##  [311,]  0.71510426
##  [312,]  1.79684048
##  [313,]  0.30018449
##  [314,]  0.84886510
##  [315,]  3.73298467
##  [316,]  0.15922207
##  [317,]  0.82484626
##  [318,]  2.43789320
##  [319,]  1.24928844
##  [320,]  4.11689296
##  [321,]  0.34189613
##  [322,]  1.29268716
##  [323,]  0.44126095
##  [324,]  0.47801744
##  [325,]  0.53253737
##  [326,]  0.11379529
##  [327,]  0.78148803
##  [328,]  1.77601034
##  [329,]  0.48800891
##  [330,]  1.14502155
##  [331,]  0.44625517
##  [332,]  1.02675749
##  [333,]  1.64264118
##  [334,]  0.46804576
##  [335,]  1.46648590
##  [336,]  0.24334937
##  [337,]  0.77257722
##  [338,]  0.96402747
##  [339,]  0.63740389
##  [340,]  0.13384319
##  [341,]  0.67625912
##  [342,]  0.26450959
##  [343,]  1.55107492
##  [344,]  1.88714250
##  [345,]  0.37187007
##  [346,]  2.43387820
##  [347,]  0.93527549
##  [348,]  1.21499937
##  [349,]  0.56673835
##  [350,]  1.05365454
##  [351,]  0.19447305
##  [352,]  1.05716030
##  [353,]  0.87115460
##  [354,]  0.39845188
##  [355,]  1.99968109
##  [356,]  0.37586605
##  [357,]  0.87784648
##  [358,]  1.19865079
##  [359,]  1.87146757
##  [360,]  0.69612328
##  [361,]  1.96826706
##  [362,]  0.35871283
##  [363,]  1.75737511
##  [364,]  0.55025477
##  [365,]  6.65390774
##  [366,]  0.38818659
##  [367,]  1.53611903
##  [368,]  0.88896418
##  [369,]  0.41157927
##  [370,]  0.90652380
##  [371,]  1.11357485
##  [372,]  0.80419547
##  [373,]  0.61821765
##  [374,]  0.26472977
##  [375,]  2.18351451
##  [376,]  0.39899067
##  [377,]  0.61924926
##  [378,]  0.56361546
##  [379,]  0.60552346
##  [380,]  0.98940621
##  [381,]  1.56042696
##  [382,]  0.91123244
##  [383,]  5.63623576
##  [384,]  0.68534102
##  [385,]  0.51685346
##  [386,]  1.12144166
##  [387,]  0.94309916
##  [388,]  0.75465956
##  [389,]  0.88905629
##  [390,]  0.30399142
##  [391,]  0.15854609
##  [392,]  0.41824053
##  [393,]  0.52991002
##  [394,]  0.48416430
##  [395,]  0.14825258
##  [396,]  1.37066517
##  [397,]  2.32094868
##  [398,]  0.66328399
##  [399,]  0.39291123
##  [400,]  0.62895765
##  [401,]  0.33584071
##  [402,]  0.56903486
##  [403,]  1.47208349
##  [404,]  4.76752486
##  [405,]  0.25734136
##  [406,]  1.00822897
##  [407,]  0.41435308
##  [408,]  0.20331853
##  [409,]  2.67072041
##  [410,]  0.98605970
##  [411,]  0.55810140
##  [412,]  0.32284149
##  [413,]  0.64323417
##  [414,]  0.28263711
##  [415,]  0.92310903
##  [416,]  2.42454307
##  [417,]  3.08032833
##  [418,]  0.76417666
##  [419,]  1.16099913
##  [420,]  1.12861238
##  [421,]  1.18262239
##  [422,]  0.28483971
##  [423,]  0.49514708
##  [424,]  0.83330095
##  [425,]  0.13168456
##  [426,]  0.82697836
##  [427,]  0.51507332
##  [428,]  2.18080082
##  [429,]  0.21037126
##  [430,]  1.58950960
##  [431,]  0.94915093
##  [432,]  0.30714368
##  [433,]  0.28183326
##  [434,]  1.09644241
##  [435,]  0.40066692
##  [436,]  0.24647618
##  [437,]  2.43956702
##  [438,]  0.33390730
##  [439,]  3.57573552
##  [440,]  0.67644516
##  [441,]  1.09273053
##  [442,]  3.95459342
##  [443,]  0.34428120
##  [444,]  5.05656031
##  [445,]  0.63664370
##  [446,]  1.67027613
##  [447,]  0.75679716
##  [448,]  0.39555675
##  [449,]  0.58258047
##  [450,]  0.68605864
##  [451,]  0.32956315
##  [452,]  2.58977502
##  [453,]  0.44814569
##  [454,]  0.81761615
##  [455,]  1.89775421
##  [456,]  0.66902238
##  [457,]  1.72949462
##  [458,]  0.57984137
##  [459,]  0.37201047
##  [460,]  0.28708357
##  [461,]  0.63113096
##  [462,]  0.70123529
##  [463,]  0.26426385
##  [464,]  0.80615994
##  [465,]  0.49887961
##  [466,]  1.14611504
##  [467,]  0.27006704
##  [468,]  1.95492995
##  [469,]  0.31140172
##  [470,]  1.06589213
##  [471,]  1.56534975
##  [472,]  1.18650594
##  [473,]  1.23855891
##  [474,]  1.60011096
##  [475,]  0.33791121
##  [476,]  1.71754221
##  [477,]  0.50606599
##  [478,]  0.17078937
##  [479,]  0.89112128
##  [480,]  0.43784383
##  [481,]  0.43484546
##  [482,]  0.49758250
##  [483,]  0.37907086
##  [484,]  0.76804938
##  [485,]  0.28758995
##  [486,]  1.81837343
##  [487,]  0.67763110
##  [488,]  0.98845605
##  [489,]  0.25089925
##  [490,]  0.88160711
##  [491,]  0.69822471
##  [492,]  0.39404434
##  [493,]  0.49798499
##  [494,]  1.40583509
##  [495,]  0.50907658
##  [496,]  1.07478315
##  [497,]  1.87413154
##  [498,]  0.05893428
##  [499,]  0.47108186
##  [500,]  0.61005254
##  [501,]  2.08648648
##  [502,]  0.38645642
##  [503,]  1.80372324
##  [504,]  0.08587026
##  [505,]  1.08608656
##  [506,]  0.39276788
##  [507,]  2.59355730
##  [508,]  0.29747082
##  [509,]  3.40335946
##  [510,]  1.76520063
##  [511,]  0.86147851
##  [512,]  1.47286283
##  [513,]  0.84825978
##  [514,]  1.79591665
##  [515,]  0.80374645
##  [516,]  1.12333334
##  [517,]  0.94901549
##  [518,]  1.18564878
##  [519,]  0.47731680
##  [520,]  1.12023685
##  [521,]  2.00013966
##  [522,]  0.84286334
##  [523,]  1.32056888
##  [524,]  1.01537903
##  [525,]  1.09305374
##  [526,]  1.18551171
##  [527,]  0.40832099
##  [528,]  0.88147344
##  [529,]  2.83098096
##  [530,]  0.44914833
##  [531,]  2.05908296
##  [532,]  1.23729952
##  [533,]  0.41086930
##  [534,]  3.82441854
##  [535,]  1.11729446
##  [536,]  1.29628693
##  [537,]  1.37086240
##  [538,]  1.16995242
##  [539,]  0.77218083
##  [540,]  0.37898706
##  [541,]  0.31359458
##  [542,]  0.71658734
##  [543,]  0.83852640
##  [544,]  2.09348307
##  [545,]  0.99088981
##  [546,]  0.04646012
##  [547,]  2.06932952
##  [548,]  0.97256518
##  [549,]  1.91143094
##  [550,]  1.02176299
##  [551,]  0.67030868
##  [552,]  1.46425658
##  [553,]  0.28918536
##  [554,]  0.32951797
##  [555,]  0.51633242
##  [556,]  0.52363028
##  [557,]  3.71132632
##  [558,]  0.31363241
##  [559,]  0.42682239
##  [560,]  0.16001310
##  [561,]  0.55301629
##  [562,]  0.22725023
##  [563,]  0.51438912
##  [564,]  0.18802674
##  [565,]  0.53124480
##  [566,]  0.69966202
##  [567,]  0.30172297
##  [568,]  1.10121534
##  [569,]  1.56360934
##  [570,]  0.83782311
##  [571,]  1.24425010
##  [572,]  1.60386805
##  [573,]  1.51258283
##  [574,]  1.81950447
##  [575,]  0.29155401
##  [576,]  1.28487966
##  [577,]  0.10740082
##  [578,]  0.75744009
##  [579,]  0.35156128
##  [580,]  0.94257922
##  [581,]  0.20746181
##  [582,]  0.50101402
##  [583,]  0.71476575
##  [584,]  0.66545050
##  [585,]  0.60680465
##  [586,]  0.23653000
##  [587,]  0.39993338
##  [588,]  2.83543390
##  [589,]  1.23855130
##  [590,]  0.56549277
##  [591,]  9.12740897
##  [592,]  0.15705206
##  [593,]  0.18316487
##  [594,]  0.30948053
##  [595,]  0.91183070
##  [596,]  1.19875529
##  [597,]  0.85716073
##  [598,]  0.26030326
##  [599,]  0.31613351
##  [600,]  0.56790068
##  [601,]  1.51421951
##  [602,]  0.30737782
##  [603,]  0.56343698
##  [604,]  1.27309226
##  [605,]  0.37603819
##  [606,]  0.47308019
##  [607,]  0.63012703
##  [608,]  1.88231466
##  [609,]  0.47123274
##  [610,]  1.31260664
##  [611,]  0.80294034
##  [612,]  0.84217692
##  [613,]  1.11883149
##  [614,]  0.56501709
##  [615,]  1.24413331
##  [616,]  0.69874965
##  [617,]  1.27080653
##  [618,]  0.76161493
##  [619,]  0.70387328
##  [620,]  0.94336926
##  [621,]  0.29046736
##  [622,]  0.30111515
##  [623,]  0.99959879
##  [624,]  0.43737651
##  [625,]  0.35651914
##  [626,]  0.10071419
##  [627,]  0.40516630
##  [628,]  0.42326038
##  [629,]  0.37830327
##  [630,]  3.66070413
##  [631,]  0.19033097
##  [632,]  0.13094994
##  [633,]  0.74363071
##  [634,]  0.25873546
##  [635,]  1.02457928
##  [636,]  1.01676695
##  [637,]  3.46423513
##  [638,]  1.67398993
##  [639,]  0.42493139
##  [640,]  0.26796863
##  [641,]  0.53471027
##  [642,]  3.36374594
##  [643,]  0.33786188
##  [644,]  1.72121403
##  [645,]  0.37443387
##  [646,]  0.83583324
##  [647,]  0.37388513
##  [648,] -0.11119915
##  [649,]  0.28942171
##  [650,]  0.20976732
##  [651,]  2.54111888
##  [652,]  0.40979871
##  [653,]  0.83939466
##  [654,]  0.86993064
##  [655,]  0.57199050
##  [656,]  0.48176212
##  [657,]  0.54774919
##  [658,]  1.63535513
##  [659,]  1.81391546
##  [660,]  1.48896581
##  [661,]  0.51480311
##  [662,]  0.95222888
##  [663,]  1.75425192
##  [664,]  1.00886887
##  [665,]  2.97510165
##  [666,]  0.27508667
##  [667,]  0.63855904
##  [668,]  0.71583138
##  [669,]  1.15634704
##  [670,]  0.46820829
##  [671,]  0.69722918
##  [672,]  0.29015333
##  [673,]  0.32470814
##  [674,]  0.79993156
##  [675,]  3.18480932
##  [676,]  0.95038128
##  [677,]  2.30334690
##  [678,]  1.35923720
##  [679,]  0.79422183
##  [680,]  1.19404281
##  [681,]  1.20198020
##  [682,]  0.83155970
##  [683,]  0.93943625
##  [684,]  0.97904631
##  [685,]  0.32394458
##  [686,]  0.39462179
##  [687,]  0.12995431
##  [688,]  2.28736928
##  [689,]  1.58600759
##  [690,]  0.60251595
##  [691,]  0.55825726
##  [692,]  0.59877053
##  [693,]  0.37355687
##  [694,]  0.98838940
##  [695,]  0.56498368
##  [696,]  1.03503270
##  [697,]  0.70041142
##  [698,]  1.01177581
##  [699,]  0.67956545
##  [700,]  2.06395982
##  [701,]  1.86847846
##  [702,]  0.67909232
##  [703,]  1.77633483
##  [704,]  0.55243986
##  [705,]  1.30490525
##  [706,]  0.39246759
##  [707,]  0.20680337
##  [708,]  3.52558311
##  [709,]  0.36235432
##  [710,]  1.77498868
##  [711,]  2.28107538
##  [712,]  0.98950856
##  [713,]  1.09263517
##  [714,]  0.35267877
##  [715,]  0.05863862
##  [716,]  0.34224960
##  [717,]  1.09776510
##  [718,]  0.66734782
##  [719,]  1.60812290
##  [720,]  0.45059191
##  [721,]  0.23649207
##  [722,]  1.30241052
##  [723,]  2.28057426
##  [724,]  0.48848955
##  [725,]  0.92526316
##  [726,]  0.70929238
##  [727,]  0.64016518
##  [728,]  0.20388526
##  [729,]  0.53705560
##  [730,]  0.47393349
##  [731,]  0.26398902
##  [732,]  1.32843061
##  [733,]  0.21850953
##  [734,]  0.06591719
##  [735,]  0.93058498
##  [736,]  0.36293881
##  [737,]  0.36183843
##  [738,]  0.46591669
##  [739,]  0.64967874
##  [740,]  0.15716709
##  [741,]  0.57735875
##  [742,]  0.28278134
##  [743,]  1.59287800
##  [744,]  0.52410630
##  [745,]  0.24047448
##  [746,]  0.94541929
##  [747,]  4.82921050
##  [748,]  0.91651632
##  [749,]  0.07504768
##  [750,]  0.88871503
##  [751,]  1.74431578
##  [752,]  1.11278400
##  [753,]  2.82169324
##  [754,]  0.09889489
##  [755,]  4.95421872
##  [756,]  0.30858971
##  [757,]  0.60790220
##  [758,]  0.94045182
##  [759,]  2.32083332
##  [760,]  0.99649057
##  [761,]  0.36829451
##  [762,]  0.65052523
##  [763,]  3.43579059
##  [764,]  3.06429995
##  [765,]  0.78619749
##  [766,]  3.90659444
##  [767,]  1.32651954
##  [768,]  0.23449388
##  [769,]  0.75717226
##  [770,]  0.51891779
##  [771,]  0.33415315
##  [772,]  0.99472642
##  [773,]  0.27032851
##  [774,]  0.30946115
##  [775,]  0.85363933
##  [776,]  0.41081642
##  [777,]  0.38496798
##  [778,]  1.05714363
##  [779,]  1.16588781
##  [780,]  1.09660907
##  [781,]  1.35227470
##  [782,]  0.54790999
##  [783,]  0.20027507
##  [784,]  0.42757513
##  [785,]  0.29467928
##  [786,]  0.44297664
##  [787,]  0.93916626
##  [788,]  0.92577535
##  [789,]  1.36036956
##  [790,]  0.87021982
##  [791,]  0.27266912
##  [792,]  0.26221428
##  [793,]  1.25455284
##  [794,]  0.51271326
##  [795,]  1.06901999
##  [796,]  0.55666127
##  [797,]  0.68608352
##  [798,]  1.59250285
##  [799,]  1.56974887
##  [800,]  0.35980228
##  [801,]  0.67100864
##  [802,]  1.21077008
##  [803,]  0.75158279
##  [804,]  0.82490309
##  [805,]  1.80653276
##  [806,]  1.83844076
##  [807,]  1.69356368
##  [808,]  3.09697359
##  [809,]  0.39163066
##  [810,]  1.09968631
##  [811,]  1.60375861
##  [812,]  0.30394407
##  [813,]  1.68834111
##  [814,]  0.86055406
##  [815,]  0.18481805
##  [816,]  0.60793428
##  [817,]  0.57608605
##  [818,]  0.30408496
##  [819,]  0.68272568
##  [820,]  1.43811206
##  [821,]  0.63081758
##  [822,]  1.20029395
##  [823,]  1.30436842
##  [824,]  1.50718239
##  [825,]  0.56207099
##  [826,]  1.12790194
##  [827,]  1.92167769
##  [828,]  0.46390591
##  [829,]  0.27916802
##  [830,]  0.97630415
##  [831,]  1.65971071
##  [832,]  1.67086614
##  [833,]  0.97200142
##  [834,]  0.76609290
##  [835,]  3.23123847
##  [836,]  0.27440349
##  [837,]  0.39227163
##  [838,]  1.19130483
##  [839,]  0.27883833
##  [840,]  0.25840502
##  [841,]  0.90134068
##  [842,]  0.60685320
##  [843,]  0.55401271
##  [844,]  1.52149672
##  [845,]  0.96855395
##  [846,]  0.47810777
##  [847,]  0.32497503
##  [848,]  0.08437091
##  [849,]  0.39345487
##  [850,]  0.52650055
##  [851,]  0.63026821
##  [852,]  0.52307386
##  [853,]  1.13236968
##  [854,]  0.48828827
##  [855,]  1.12740246
##  [856,]  1.98125219
##  [857,]  0.33246772
##  [858,]  1.89685322
##  [859,]  2.40482077
##  [860,]  0.21772004
##  [861,]  0.95499385
##  [862,]  2.01810075
##  [863,]  1.86598872
##  [864,]  0.72647012
##  [865,]  0.13573419
##  [866,]  1.65367895
##  [867,]  3.86824647
##  [868,]  0.01580127
##  [869,]  0.36556808
##  [870,]  0.59759434
##  [871,]  0.28768626
##  [872,]  0.06695233
##  [873,]  0.78869816
##  [874,]  0.27588798
##  [875,]  0.45295118
##  [876,]  0.33830435
##  [877,]  2.50558458
##  [878,]  1.04384206
##  [879,]  2.09131273
##  [880,]  0.76698402
##  [881,]  0.07412151
##  [882,]  1.63267912
##  [883,]  0.23381196
##  [884,]  0.43390386
##  [885,]  1.04324864
##  [886,]  0.14873676
##  [887,]  1.28675491
##  [888,]  1.18836823
##  [889,]  0.22665193
##  [890,]  0.86338105
##  [891,]  0.71663551
##  [892,]  0.53664043
##  [893,]  0.64713687
##  [894,]  0.51831490
##  [895,]  0.27844944
##  [896,]  1.32874045
##  [897,]  1.21110484
##  [898,]  0.19421118
##  [899,]  0.72060302
##  [900,]  0.56210269
##  [901,]  0.72860422
##  [902,]  0.50292798
##  [903,]  0.33595670
##  [904,]  1.69773742
##  [905,]  0.18994580
##  [906,]  0.40240243
##  [907,]  0.73037766
##  [908,]  0.61793513
##  [909,]  1.14154983
##  [910,]  0.33519051
##  [911,]  0.47392057
##  [912,]  0.92501134
##  [913,]  2.16975378
##  [914,]  1.10758091
##  [915,]  0.25006294
##  [916,]  0.68493511
##  [917,]  0.60869668
##  [918,]  0.73997710
##  [919,]  0.85945331
##  [920,]  1.95750696
##  [921,]  0.16693121
##  [922,]  0.49882539
##  [923,]  0.77615057
##  [924,]  0.28869575
##  [925,]  0.24050546
##  [926,]  2.25737306
##  [927,]  0.89284449
##  [928,]  5.06735509
##  [929,]  0.22304893
##  [930,]  0.73064454
##  [931,]  0.38347399
##  [932,]  1.92478731
##  [933,]  0.32608096
##  [934,]  0.19984039
##  [935,]  0.64071719
##  [936,]  0.68878349
##  [937,]  0.82994297
##  [938,]  0.64018779
##  [939,]  1.81457943
##  [940,]  0.30013234
##  [941,]  0.56583083
##  [942,]  0.29506695
##  [943,]  3.43958014
##  [944,]  0.47171872
##  [945,]  0.85703404
##  [946,]  0.60755315
##  [947,]  0.56249256
##  [948,]  0.58302006
##  [949,]  0.69355378
##  [950,]  0.68549717
##  [951,]  0.89930456
##  [952,]  0.63968257
##  [953,]  0.99439400
##  [954,]  0.43071134
##  [955,]  0.79043984
##  [956,]  2.46301318
##  [957,]  1.90576484
##  [958,]  0.37562762
##  [959,]  0.97054801
##  [960,]  1.10983507
##  [961,]  0.27359039
##  [962,]  1.73632729
##  [963,]  0.68395279
##  [964,]  0.50199456
##  [965,]  0.82168880
##  [966,]  0.38983140
##  [967,]  2.50878638
##  [968,]  0.43724577
##  [969,]  0.49957593
##  [970,]  6.29854100
##  [971,]  0.15860924
##  [972,]  1.24003971
##  [973,]  0.06575926
##  [974,]  1.86103205
##  [975,]  0.14418185
##  [976,]  2.03580507
##  [977,]  0.38502647
##  [978,]  0.40217308
##  [979,]  0.95200530
##  [980,]  1.92967220
##  [981,]  1.59791582
##  [982,]  0.65028165
##  [983,]  0.20598172
##  [984,]  1.10991648
##  [985,]  1.33445537
##  [986,]  0.70978202
##  [987,]  0.42787478
##  [988,]  0.23851008
##  [989,]  0.84374869
##  [990,]  0.29612897
##  [991,]  0.20714543
##  [992,]  0.70865267
##  [993,]  1.26584491
##  [994,]  0.35863777
##  [995,]  1.74939705
##  [996,]  2.26363599
##  [997,]  0.77527873
##  [998,]  0.23834719
##  [999,]  1.58953925
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
## 4             1                         -1                         -1
## 5             1                          1                          0
## 6             1                          1                          0
## 7             1                         -1                         -1
## 8             1                         -1                         -1
## 9             1                         -1                         -1
## 10            1                         -1                         -1
## 11            1                          1                          0
## 12            1                          1                          0
## 13            1                         -1                         -1
## 14            1                         -1                         -1
## 15            1                         -1                         -1
## 16            1                         -1                         -1
## 17            1                          1                          0
## 18            1                         -1                         -1
## 19            1                         -1                         -1
## 20            1                          1                          0
## 21            1                         -1                         -1
## 22            1                         -1                         -1
## 23            1                         -1                         -1
## 24            1                         -1                         -1
## 25            1                          1                          0
## 26            1                         -1                         -1
## 27            1                         -1                         -1
## 28            1                         -1                         -1
## 29            1                          1                          0
## 30            1                         -1                         -1
## 31            1                         -1                         -1
## 32            1                         -1                         -1
## 33            1                         -1                         -1
## 34            1                          1                          0
## 35            1                          0                          1
## 36            1                         -1                         -1
## 37            1                          0                          1
## 38            1                         -1                         -1
## 39            1                         -1                         -1
## 40            1                         -1                         -1
## 41            1                         -1                         -1
## 42            1                         -1                         -1
## 43            1                         -1                         -1
## 44            1                         -1                         -1
## 45            1                         -1                         -1
## 46            1                          1                          0
## 47            1                          1                          0
## 48            1                         -1                         -1
## 49            1                          1                          0
## 50            1                         -1                         -1
## 51            1                          1                          0
## 52            1                         -1                         -1
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## 
## $terms
## se ~ demo$parents_grad_college
## attr(,"variables")
## list(se, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## se                                                0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.

Grade Motivation

Now, Grade Motivation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs   MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0047 0.0023717 0.10642 0.00069  0.989
## Residuals                 309    6.8861 0.0222852         0.99931       
## Total                     311    6.8909                   1.00000       
## 
## $call
## adonis(formula = gm ~ demo$parents_grad_college)
## 
## $coefficients
##                                   gm1         gm2         gm3         gm4
## (Intercept)                 4.6492878  4.53912662  4.55621418  4.57871770
## demo$parents_grad_college1 -0.1418252 -0.06151468 -0.01890075 -0.04140427
## demo$parents_grad_college2  0.2257122  0.08587338  0.06878582  0.04628230
##                                   gm5
## (Intercept)                 3.7031850
## demo$parents_grad_college1  0.1326359
## demo$parents_grad_college2 -0.3281850
## 
## $coef.sites
##                                       1           2           3           4
## (Intercept)                 0.073484863  0.10061847  0.06371486  0.06371486
## demo$parents_grad_college1  0.008886361  0.01542202  0.01432194  0.01432194
## demo$parents_grad_college2 -0.011436376 -0.02216156 -0.02199835 -0.02199835
##                                      5           6           7            8
## (Intercept)                 0.06668146  0.09454291  0.08573037  0.073484863
## demo$parents_grad_college1  0.01709853  0.01174517  0.01716660  0.008886361
## demo$parents_grad_college2 -0.02964237 -0.01402043 -0.02606468 -0.011436376
##                                      9           10           11           12
## (Intercept)                 0.06371486  0.073484863  0.073484863  0.073484863
## demo$parents_grad_college1  0.01432194  0.008886361  0.008886361  0.008886361
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.011436376 -0.011436376
##                                     13           14           15          16
## (Intercept)                 0.06371486  0.073484863  0.073484863  0.11795837
## demo$parents_grad_college1  0.01432194  0.008886361  0.008886361  0.01979781
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.011436376 -0.03033757
##                                      17          18          19          20
## (Intercept)                 0.073484863  0.11368698  0.06668146  0.10453496
## demo$parents_grad_college1  0.008886361  0.01677346  0.01709853  0.01836406
## demo$parents_grad_college2 -0.011436376 -0.02209982 -0.02964237 -0.03024448
##                                      21           22          23          24
## (Intercept)                 0.073484863  0.073484863  0.08473427  0.24591168
## demo$parents_grad_college1  0.008886361  0.008886361  0.01746694  0.01547995
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02506858 -0.02230578
##                                     25          26          27          28
## (Intercept)                 0.06371486  0.61370628  0.09785683  0.10797157
## demo$parents_grad_college1  0.01432194 -0.01168977  0.01809254  0.01268761
## demo$parents_grad_college2 -0.02199835  0.01650885 -0.03049299 -0.01484079
##                                      29           30          31           32
## (Intercept)                 0.073484863  0.087255867  0.06668146  0.422792533
## demo$parents_grad_college1  0.008886361  0.007128218  0.01709853  0.002188835
## demo$parents_grad_college2 -0.011436376 -0.007569290 -0.02964237 -0.002430284
##                                     33          34          35           36
## (Intercept)                 0.06668146  0.06371486  0.06668146  0.073484863
## demo$parents_grad_college1  0.01709853  0.01432194  0.01709853  0.008886361
## demo$parents_grad_college2 -0.02964237 -0.02199835 -0.02964237 -0.011436376
##                                     37          38          39           40
## (Intercept)                 0.06668146  0.06668146  0.61370628  0.073484863
## demo$parents_grad_college1  0.01709853  0.01709853 -0.01168977  0.008886361
## demo$parents_grad_college2 -0.02964237 -0.02964237  0.01650885 -0.011436376
##                                     41           42          43          44
## (Intercept)                 0.06668146  0.073484863  0.06371486  0.06371486
## demo$parents_grad_college1  0.01709853  0.008886361  0.01432194  0.01432194
## demo$parents_grad_college2 -0.02964237 -0.011436376 -0.02199835 -0.02199835
##                                      45          46          47           48
## (Intercept)                 0.073484863  0.21520625  0.12336459  0.382951542
## demo$parents_grad_college1  0.008886361  0.01585074  0.01083830  0.005255828
## demo$parents_grad_college2 -0.011436376 -0.02457621 -0.01067876 -0.006855739
##                                     49          50           51          52
## (Intercept)                 0.06668146  0.07524480  0.466387093  0.11795837
## demo$parents_grad_college1  0.01709853  0.01560869 -0.003249695  0.01979781
## demo$parents_grad_college2 -0.02964237 -0.02202763  0.001191595 -0.03033757
##                                      53          54          55          56
## (Intercept)                 0.073484863  0.56014196  0.06668146  0.07598328
## demo$parents_grad_college1  0.008886361 -0.00946958  0.01709853  0.01898892
## demo$parents_grad_college2 -0.011436376  0.01198721 -0.02964237 -0.03285212
##                                     57          58          59           60
## (Intercept)                 0.08824509  0.06668146  0.06668146  0.388255030
## demo$parents_grad_college1  0.01663967  0.01709853  0.01709853  0.002109297
## demo$parents_grad_college2 -0.02302971 -0.02964237 -0.02964237 -0.004094711
##                                      61          62          63          64
## (Intercept)                 0.073484863  0.07524480  0.14239251  0.06371486
## demo$parents_grad_college1  0.008886361  0.01560869  0.01883329  0.01432194
## demo$parents_grad_college2 -0.011436376 -0.02202763 -0.02764289 -0.02199835
##                                     65          66           67          68
## (Intercept)                 0.07524480  0.07278470  0.073484863  0.07524480
## demo$parents_grad_college1  0.01560869  0.01612411  0.008886361  0.01560869
## demo$parents_grad_college2 -0.02202763 -0.02499682 -0.011436376 -0.02202763
##                                      69          70          71          72
## (Intercept)                 0.073484863  0.06668146  0.06371486  0.10319028
## demo$parents_grad_college1  0.008886361  0.01709853  0.01432194  0.01488306
## demo$parents_grad_college2 -0.011436376 -0.02964237 -0.02199835 -0.01905784
##                                      73          74           75           76
## (Intercept)                 0.073484863  0.06668146  0.073484863  0.073484863
## demo$parents_grad_college1  0.008886361  0.01709853  0.008886361  0.008886361
## demo$parents_grad_college2 -0.011436376 -0.02964237 -0.011436376 -0.011436376
##                                     77          78          79          80
## (Intercept)                 0.06668146  0.06668146  0.09747600  0.06668146
## demo$parents_grad_college1  0.01709853  0.01709853  0.01902207  0.01709853
## demo$parents_grad_college2 -0.02964237 -0.02964237 -0.03038902 -0.02964237
##                                     81          82          83          84
## (Intercept)                 0.06668146  0.10744241  0.07278470  0.09065206
## demo$parents_grad_college1  0.01709853  0.01715955  0.01612411  0.01728454
## demo$parents_grad_college2 -0.02964237 -0.02344840 -0.02499682 -0.02910217
##                                      85          86          87          88
## (Intercept)                 0.073484863  0.06371486  0.07598328  0.61370628
## demo$parents_grad_college1  0.008886361  0.01432194  0.01898892 -0.01168977
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.03285212  0.01650885
##                                     89          90          91           92
## (Intercept)                 0.06371486  0.15633576  0.06371486  0.073484863
## demo$parents_grad_college1  0.01432194  0.01733322  0.01432194  0.008886361
## demo$parents_grad_college2 -0.02199835 -0.02345371 -0.02199835 -0.011436376
##                                     93          94           95           96
## (Intercept)                 0.06371486  0.11368698  0.167427404  0.073484863
## demo$parents_grad_college1  0.01432194  0.01677346  0.009254826  0.008886361
## demo$parents_grad_college2 -0.02199835 -0.02209982 -0.006827788 -0.011436376
##                                      97          98          99          100
## (Intercept)                 0.073484863  0.56014196  0.06371486  0.087255867
## demo$parents_grad_college1  0.008886361 -0.00946958  0.01432194  0.007128218
## demo$parents_grad_college2 -0.011436376  0.01198721 -0.02199835 -0.007569290
##                                     101         102         103         104
## (Intercept)                 0.073484863  0.08260280  0.14197912  0.19014380
## demo$parents_grad_college1  0.008886361  0.01054308  0.01748925  0.01593622
## demo$parents_grad_college2 -0.011436376 -0.01416496 -0.02722949 -0.02361339
##                                    105         106         107         108
## (Intercept)                 0.06371486  0.11368698  0.08473427  0.08824509
## demo$parents_grad_college1  0.01432194  0.01677346  0.01746694  0.01663967
## demo$parents_grad_college2 -0.02199835 -0.02209982 -0.02506858 -0.02302971
##                                    109          110         111          112
## (Intercept)                 0.06371486  0.073484863  0.08260280  0.073484863
## demo$parents_grad_college1  0.01432194  0.008886361  0.01054308  0.008886361
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.01416496 -0.011436376
##                                     113          114          115         116
## (Intercept)                 0.087255867  0.073484863  0.073484863  0.06668146
## demo$parents_grad_college1  0.007128218  0.008886361  0.008886361  0.01709853
## demo$parents_grad_college2 -0.007569290 -0.011436376 -0.011436376 -0.02964237
##                                    117         118         119         120
## (Intercept)                 0.09797687  0.06668146  0.06668146  0.07598328
## demo$parents_grad_college1  0.01093577  0.01709853  0.01709853  0.01898892
## demo$parents_grad_college2 -0.01202509 -0.02964237 -0.02964237 -0.03285212
##                                     121          122          123         124
## (Intercept)                 0.073484863  0.073484863  0.073484863  0.11144464
## demo$parents_grad_college1  0.008886361  0.008886361  0.008886361  0.01563716
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.011436376 -0.02620289
##                                    125          126         127         128
## (Intercept)                 0.08824509  0.073484863  0.06668146  0.09182867
## demo$parents_grad_college1  0.01663967  0.008886361  0.01709853  0.01956617
## demo$parents_grad_college2 -0.02302971 -0.011436376 -0.02964237 -0.03099169
##                                     129         130         131         132
## (Intercept)                 0.073484863  0.06371486  0.08501061  0.06668146
## demo$parents_grad_college1  0.008886361  0.01432194  0.01003867  0.01709853
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.01125876 -0.02964237
##                                    133         134         135         136
## (Intercept)                 0.08787883  0.06371486  0.06668146  0.06668146
## demo$parents_grad_college1  0.01618299  0.01432194  0.01709853  0.01709853
## demo$parents_grad_college2 -0.02728648 -0.02199835 -0.02964237 -0.02964237
##                                    137          138          139         140
## (Intercept)                 0.07278470  0.073484863  0.073484863  0.06668146
## demo$parents_grad_college1  0.01612411  0.008886361  0.008886361  0.01709853
## demo$parents_grad_college2 -0.02499682 -0.011436376 -0.011436376 -0.02964237
##                                    141          142          143         144
## (Intercept)                 0.06371486  0.073484863  0.073484863  0.06371486
## demo$parents_grad_college1  0.01432194  0.008886361  0.008886361  0.01432194
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.011436376 -0.02199835
##                                    145         146          147         148
## (Intercept)                 0.06668146  0.06371486  0.073484863  0.15038870
## demo$parents_grad_college1  0.01709853  0.01432194  0.008886361  0.01452319
## demo$parents_grad_college2 -0.02964237 -0.02199835 -0.011436376 -0.02247206
##                                    149         150         151          152
## (Intercept)                 0.61370628  0.11795837  0.06371486  0.073484863
## demo$parents_grad_college1 -0.01168977  0.01979781  0.01432194  0.008886361
## demo$parents_grad_college2  0.01650885 -0.03033757 -0.02199835 -0.011436376
##                                     153         154          155          156
## (Intercept)                 0.073484863  0.06371486  0.073484863  0.073484863
## demo$parents_grad_college1  0.008886361  0.01432194  0.008886361  0.008886361
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.011436376 -0.011436376
##                                     157          158         159          160
## (Intercept)                 0.073484863  0.073484863  0.13917337  0.193055925
## demo$parents_grad_college1  0.008886361  0.008886361  0.02035878  0.006239318
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.03083400 -0.003851538
##                                     161          162         163         164
## (Intercept)                 0.073484863  0.073484863  0.06668146  0.06371486
## demo$parents_grad_college1  0.008886361  0.008886361  0.01709853  0.01432194
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02964237 -0.02199835
##                                     165         166         167          168
## (Intercept)                 0.073484863  0.08787883  0.06371486  0.073484863
## demo$parents_grad_college1  0.008886361  0.01618299  0.01432194  0.008886361
## demo$parents_grad_college2 -0.011436376 -0.02728648 -0.02199835 -0.011436376
##                                     169         170          171         172
## (Intercept)                 0.073484863  0.06371486  0.073484863  0.10319028
## demo$parents_grad_college1  0.008886361  0.01432194  0.008886361  0.01488306
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.011436376 -0.01905784
##                                    173          174          175         176
## (Intercept)                 0.06668146  0.073484863  0.096841911  0.06371486
## demo$parents_grad_college1  0.01709853  0.008886361  0.008765771  0.01432194
## demo$parents_grad_college2 -0.02964237 -0.011436376 -0.010240784 -0.02199835
##                                     177         178          179         180
## (Intercept)                 0.512622327  0.13917337  0.109330846  0.06371486
## demo$parents_grad_college1 -0.006510249  0.02035878  0.009936264  0.01432194
## demo$parents_grad_college2  0.005428713 -0.03083400 -0.009970374 -0.02199835
##                                    181         182         183         184
## (Intercept)                 0.06668146  0.15864560  0.06371486  0.06668146
## demo$parents_grad_college1  0.01709853  0.01495960  0.01432194  0.01709853
## demo$parents_grad_college2 -0.02964237 -0.01935329 -0.02199835 -0.02964237
##                                     185         186         187          188
## (Intercept)                 0.073484863  0.06371486  0.06668146  0.384380869
## demo$parents_grad_college1  0.008886361  0.01432194  0.01709853  0.007114211
## demo$parents_grad_college2 -0.011436376 -0.02199835 -0.02964237 -0.008285066
##                                     189          190         191          192
## (Intercept)                 0.073484863  0.073484863  0.06668146  0.073484863
## demo$parents_grad_college1  0.008886361  0.008886361  0.01709853  0.008886361
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02964237 -0.011436376
##                                     193          194         195          196
## (Intercept)                 0.073484863  0.073484863  0.06371486  0.073484863
## demo$parents_grad_college1  0.008886361  0.008886361  0.01432194  0.008886361
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02199835 -0.011436376
##                                    197         198          199          200
## (Intercept)                 0.06371486  0.09182867  0.073484863  0.073484863
## demo$parents_grad_college1  0.01432194  0.01956617  0.008886361  0.008886361
## demo$parents_grad_college2 -0.02199835 -0.03099169 -0.011436376 -0.011436376
##                                     201         202         203          204
## (Intercept)                 0.087255867  0.06668146  0.06371486  0.073484863
## demo$parents_grad_college1  0.007128218  0.01709853  0.01432194  0.008886361
## demo$parents_grad_college2 -0.007569290 -0.02964237 -0.02199835 -0.011436376
##                                    205         206         207          208
## (Intercept)                 0.10284323  0.61370628  0.09060047  0.073484863
## demo$parents_grad_college1  0.01442601 -0.01168977  0.01358798  0.008886361
## demo$parents_grad_college2 -0.02341543  0.01650885 -0.01915540 -0.011436376
##                                     209         210         211         212
## (Intercept)                 0.073484863  0.10061847  0.06371486  0.06668146
## demo$parents_grad_college1  0.008886361  0.01542202  0.01432194  0.01709853
## demo$parents_grad_college2 -0.011436376 -0.02216156 -0.02199835 -0.02964237
##                                     213          214         215          216
## (Intercept)                 0.073484863  0.073484863  0.09065206  0.087255867
## demo$parents_grad_college1  0.008886361  0.008886361  0.01728454  0.007128218
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02910217 -0.007569290
##                                     217          218         219         220
## (Intercept)                 0.073484863  0.073484863  0.06371486  0.06371486
## demo$parents_grad_college1  0.008886361  0.008886361  0.01432194  0.01432194
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.02199835 -0.02199835
##                                    221          222         223         224
## (Intercept)                 0.10205811  0.073484863  0.06371486  0.06668146
## demo$parents_grad_college1  0.02157140  0.008886361  0.01432194  0.01709853
## demo$parents_grad_college2 -0.03432307 -0.011436376 -0.02199835 -0.02964237
##                                    225          226          227          228
## (Intercept)                 0.07849800  0.073484863  0.073484863  0.073484863
## demo$parents_grad_college1  0.01846200  0.008886361  0.008886361  0.008886361
## demo$parents_grad_college2 -0.02981715 -0.011436376 -0.011436376 -0.011436376
##                                     229         230          231         232
## (Intercept)                 0.073484863  0.07524480  0.087255867  0.06371486
## demo$parents_grad_college1  0.008886361  0.01560869  0.007128218  0.01432194
## demo$parents_grad_college2 -0.011436376 -0.02202763 -0.007569290 -0.02199835
##                                    233         234         235         236
## (Intercept)                 0.06668146  0.18757209  0.61370628  0.11795837
## demo$parents_grad_college1  0.01709853  0.01850793 -0.01168977  0.01979781
## demo$parents_grad_college2 -0.02964237 -0.02818453  0.01650885 -0.03033757
##                                    237         238         239         240
## (Intercept)                 0.07621866  0.10453496  0.08260280  0.08260280
## demo$parents_grad_college1  0.01531471  0.01836406  0.01054308  0.01054308
## demo$parents_grad_college2 -0.02300149 -0.03024448 -0.01416496 -0.01416496
##                                    241         242          243          244
## (Intercept)                 0.11368698  0.06371486  0.073484863  0.073484863
## demo$parents_grad_college1  0.01677346  0.01432194  0.008886361  0.008886361
## demo$parents_grad_college2 -0.02209982 -0.02199835 -0.011436376 -0.011436376
##                                    245         246          247         248
## (Intercept)                 0.06371486  0.06668146  0.073484863  0.07278470
## demo$parents_grad_college1  0.01432194  0.01709853  0.008886361  0.01612411
## demo$parents_grad_college2 -0.02199835 -0.02964237 -0.011436376 -0.02499682
##                                    249         250         251          252
## (Intercept)                 0.11795837  0.06668146  0.09820388  0.125896563
## demo$parents_grad_college1  0.01979781  0.01709853  0.01854959  0.008909992
## demo$parents_grad_college2 -0.03033757 -0.02964237 -0.02613540 -0.009207029
##                                    253          254         255         256
## (Intercept)                 0.10205811  0.073484863  0.11795837  0.11368698
## demo$parents_grad_college1  0.02157140  0.008886361  0.01979781  0.01677346
## demo$parents_grad_college2 -0.03432307 -0.011436376 -0.03033757 -0.02209982
##                                     257          258         259         260
## (Intercept)                 0.073484863  0.073484863  0.11795837  0.61370628
## demo$parents_grad_college1  0.008886361  0.008886361  0.01979781 -0.01168977
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.03033757  0.01650885
##                                    261         262         263         264
## (Intercept)                 0.06668146  0.13433546  0.09959908  0.61370628
## demo$parents_grad_college1  0.01709853  0.01727394  0.01572900 -0.01168977
## demo$parents_grad_college2 -0.02964237 -0.02243101 -0.02114217  0.01650885
##                                     265         266         267          268
## (Intercept)                 0.512622327  0.06371486  0.09454291  0.073484863
## demo$parents_grad_college1 -0.006510249  0.01432194  0.01174517  0.008886361
## demo$parents_grad_college2  0.005428713 -0.02199835 -0.01402043 -0.011436376
##                                    269         270         271         272
## (Intercept)                 0.06668146  0.16378285  0.06668146  0.12279546
## demo$parents_grad_college1  0.01709853  0.01848060  0.01709853  0.02176297
## demo$parents_grad_college2 -0.02964237 -0.02709332 -0.02964237 -0.03565604
##                                    273         274         275         276
## (Intercept)                 0.06668146  0.06668146  0.11368698  0.07754380
## demo$parents_grad_college1  0.01709853  0.01709853  0.01677346  0.01262929
## demo$parents_grad_college2 -0.02964237 -0.02964237 -0.02209982 -0.01824799
##                                    277         278         279          280
## (Intercept)                 0.07278470  0.06668146  0.06668146  0.310245756
## demo$parents_grad_college1  0.01612411  0.01709853  0.01709853  0.009850953
## demo$parents_grad_college2 -0.02499682 -0.02964237 -0.02964237 -0.014875819
##                                     281          282          283          284
## (Intercept)                 0.073484863  0.073484863  0.073484863  0.073484863
## demo$parents_grad_college1  0.008886361  0.008886361  0.008886361  0.008886361
## demo$parents_grad_college2 -0.011436376 -0.011436376 -0.011436376 -0.011436376
##                                    285          286         287          288
## (Intercept)                 0.06371486  0.073484863  0.07278470  0.073484863
## demo$parents_grad_college1  0.01432194  0.008886361  0.01612411  0.008886361
## demo$parents_grad_college2 -0.02199835 -0.011436376 -0.02499682 -0.011436376
##                                    289         290          291         292
## (Intercept)                 0.08708965  0.08708965  0.073484863  0.06371486
## demo$parents_grad_college1  0.01441525  0.01441525  0.008886361  0.01432194
## demo$parents_grad_college2 -0.02119426 -0.02119426 -0.011436376 -0.02199835
##                                    293          294         295         296
## (Intercept)                 0.14134073  0.073484863  0.06668146  0.06668146
## demo$parents_grad_college1  0.01518257  0.008886361  0.01709853  0.01709853
## demo$parents_grad_college2 -0.02211692 -0.011436376 -0.02964237 -0.02964237
##                                    297         298          299         300
## (Intercept)                 0.06371486  0.61370628  0.073484863  0.06668146
## demo$parents_grad_college1  0.01432194 -0.01168977  0.008886361  0.01709853
## demo$parents_grad_college2 -0.02199835  0.01650885 -0.011436376 -0.02964237
##                                    301         302         303         304
## (Intercept)                 0.06371486  0.06668146  0.09375621  0.27877888
## demo$parents_grad_college1  0.01432194  0.01709853  0.01610997  0.01505630
## demo$parents_grad_college2 -0.02199835 -0.02964237 -0.02244327 -0.02031507
##                                    305         306         307         308
## (Intercept)                 0.06371486  0.07524480  0.06371486  0.14758295
## demo$parents_grad_college1  0.01432194  0.01560869  0.01432194  0.01739272
## demo$parents_grad_college2 -0.02199835 -0.02202763 -0.02199835 -0.02607657
##                                    309         310          311         312
## (Intercept)                 0.13864660  0.61370628  0.073484863  0.08787883
## demo$parents_grad_college1  0.01574731 -0.01168977  0.008886361  0.01618299
## demo$parents_grad_college2 -0.02536791  0.01650885 -0.011436376 -0.02728648
## 
## $f.perms
##                 [,1]
##    [1,]  0.766061940
##    [2,]  0.834868823
##    [3,]  0.991661407
##    [4,]  0.298188623
##    [5,]  2.732258302
##    [6,]  0.261559847
##    [7,]  0.773374882
##    [8,]  0.261681524
##    [9,]  2.229082198
##   [10,]  0.432455437
##   [11,]  0.205138788
##   [12,]  0.295401759
##   [13,]  0.413832572
##   [14,]  1.932544245
##   [15,]  0.726903493
##   [16,]  0.337709126
##   [17,]  1.407963884
##   [18,]  3.902933214
##   [19,]  0.469978781
##   [20,]  0.171392816
##   [21,]  0.455970392
##   [22,]  0.796644031
##   [23,]  0.512346787
##   [24,]  0.440892242
##   [25,]  0.474432168
##   [26,]  0.190740155
##   [27,]  0.866564924
##   [28,]  0.457125015
##   [29,]  0.492796561
##   [30,]  0.162519017
##   [31,]  0.878587459
##   [32,]  2.461650290
##   [33,]  1.578697167
##   [34,]  0.928056336
##   [35,]  2.068368124
##   [36,]  1.656901510
##   [37,]  0.263904374
##   [38,]  0.647399931
##   [39,]  3.901691420
##   [40,]  0.609364752
##   [41,]  0.869525166
##   [42,]  1.128837384
##   [43,]  0.501049802
##   [44,]  1.461105425
##   [45,]  0.795332349
##   [46,]  0.787920837
##   [47,]  0.883420684
##   [48,]  1.681996991
##   [49,]  1.610816918
##   [50,]  0.575563613
##   [51,]  0.270247238
##   [52,]  2.332344015
##   [53,]  0.106569092
##   [54,]  1.393229327
##   [55,]  2.271254115
##   [56,]  0.220214303
##   [57,]  0.751669400
##   [58,]  0.589318322
##   [59,]  0.730877121
##   [60,]  0.279102040
##   [61,]  3.179575602
##   [62,]  1.701547163
##   [63,]  0.408423912
##   [64,]  0.497736390
##   [65,]  0.236408487
##   [66,]  0.458815337
##   [67,]  0.249821236
##   [68,]  0.728417035
##   [69,]  0.465997958
##   [70,]  2.544482885
##   [71,]  1.404406747
##   [72,]  0.446457564
##   [73,]  1.082976820
##   [74,]  0.663633026
##   [75,]  1.221183016
##   [76,]  0.317366368
##   [77,]  1.155768656
##   [78,]  0.319817275
##   [79,]  0.327015011
##   [80,]  1.333293734
##   [81,]  0.307449568
##   [82,]  0.370768722
##   [83,]  0.524555086
##   [84,]  0.943887503
##   [85,]  0.791576691
##   [86,]  1.131654477
##   [87,]  0.377824647
##   [88,]  0.403421511
##   [89,]  0.620698797
##   [90,]  1.053855042
##   [91,]  0.277309900
##   [92,]  0.234189371
##   [93,]  2.802940834
##   [94,]  1.179016211
##   [95,]  0.329571949
##   [96,]  0.309627749
##   [97,]  1.490520071
##   [98,]  0.594698819
##   [99,]  0.446447062
##  [100,]  3.184827080
##  [101,]  0.293273508
##  [102,]  1.216888087
##  [103,]  0.155842543
##  [104,]  1.059721805
##  [105,]  0.591198667
##  [106,]  0.961504832
##  [107,]  0.132394233
##  [108,]  1.147008229
##  [109,]  4.484507290
##  [110,]  0.204587353
##  [111,]  0.596687898
##  [112,]  0.645178655
##  [113,]  0.593204766
##  [114,]  0.379540262
##  [115,]  0.128611399
##  [116,]  0.969538784
##  [117,]  0.435875170
##  [118,]  0.967794138
##  [119,]  1.074255230
##  [120,]  0.265588668
##  [121,]  4.401278710
##  [122,]  1.066925821
##  [123,]  0.580749432
##  [124,]  0.276458209
##  [125,]  0.327957118
##  [126,]  6.797485447
##  [127,]  0.516962184
##  [128,]  0.429932617
##  [129,]  0.861932029
##  [130,]  0.709508619
##  [131,]  0.846390842
##  [132,]  0.294178919
##  [133,]  0.616600538
##  [134,]  0.397039008
##  [135,]  0.742772538
##  [136,]  0.125946453
##  [137,]  1.044290117
##  [138,]  0.300198707
##  [139,]  0.850140477
##  [140,]  2.027612953
##  [141,]  0.654331385
##  [142,]  0.082102803
##  [143,]  0.297796779
##  [144,]  0.830978798
##  [145,]  1.276728124
##  [146,]  0.711707513
##  [147,]  0.450926955
##  [148,]  0.586514306
##  [149,]  0.518831992
##  [150,]  1.741199861
##  [151,]  0.600725869
##  [152,]  3.072553828
##  [153,]  0.944523114
##  [154,]  0.291673070
##  [155,]  0.516648757
##  [156,]  0.791916929
##  [157,]  0.292841113
##  [158,]  0.562492814
##  [159,]  0.357961095
##  [160,]  0.439641131
##  [161,]  0.306760230
##  [162,]  0.488757114
##  [163,]  1.025062068
##  [164,]  0.139205777
##  [165,]  3.711459255
##  [166,]  0.415902454
##  [167,]  0.151298569
##  [168,]  1.037945262
##  [169,]  0.461715527
##  [170,]  0.465255116
##  [171,]  0.114112532
##  [172,]  0.962800519
##  [173,]  3.792669495
##  [174,]  0.711426740
##  [175,]  0.379632127
##  [176,]  0.916568771
##  [177,]  0.616834936
##  [178,]  0.573624458
##  [179,]  0.853664805
##  [180,]  0.346771676
##  [181,]  3.177228403
##  [182,]  3.197644291
##  [183,]  3.237648905
##  [184,]  0.380062631
##  [185,]  1.090479142
##  [186,]  0.432595114
##  [187,]  0.187256927
##  [188,]  0.394395796
##  [189,]  0.479939124
##  [190,]  0.546364245
##  [191,]  1.911311436
##  [192,]  0.892779936
##  [193,]  2.816148761
##  [194,]  1.106620609
##  [195,]  0.189290562
##  [196,]  0.148485022
##  [197,]  0.281802343
##  [198,]  0.566216412
##  [199,]  0.269116352
##  [200,]  0.850521344
##  [201,]  1.011485525
##  [202,]  1.064186620
##  [203,]  1.936347975
##  [204,]  0.427219582
##  [205,]  1.806709398
##  [206,]  2.150801313
##  [207,]  0.457695407
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##  [757,]  0.766888469
##  [758,]  0.638461061
##  [759,]  2.004791676
##  [760,]  1.862212863
##  [761,]  0.405727866
##  [762,]  0.688354661
##  [763,]  1.735757076
##  [764,]  2.364429773
##  [765,]  0.610604954
##  [766,]  3.205285948
##  [767,]  0.956341599
##  [768,]  0.645502956
##  [769,]  0.646211448
##  [770,]  1.162226994
##  [771,]  2.294586555
##  [772,]  2.522355526
##  [773,]  0.512936467
##  [774,]  2.755420462
##  [775,]  0.566206085
##  [776,]  0.235943660
##  [777,]  0.271441407
##  [778,]  5.040962731
##  [779,]  1.054268722
##  [780,]  1.924916615
##  [781,]  1.217372800
##  [782,]  0.411947146
##  [783,]  0.463744185
##  [784,]  0.439390907
##  [785,]  0.650162408
##  [786,]  0.743850735
##  [787,]  2.329963198
##  [788,]  2.488125230
##  [789,]  0.662681756
##  [790,]  0.482466115
##  [791,]  0.151898155
##  [792,]  0.650084901
##  [793,]  1.801502703
##  [794,]  1.054895035
##  [795,]  0.291617327
##  [796,]  0.178290026
##  [797,]  0.406386065
##  [798,]  0.748981983
##  [799,]  0.816701715
##  [800,]  1.392072808
##  [801,]  0.692288692
##  [802,]  0.553850850
##  [803,]  0.337095051
##  [804,]  0.690586087
##  [805,]  1.748985124
##  [806,]  0.607670886
##  [807,]  2.346674913
##  [808,]  2.517302775
##  [809,]  0.672717502
##  [810,]  1.183835228
##  [811,]  1.273407490
##  [812,]  0.238006082
##  [813,]  0.438908232
##  [814,]  0.357099437
##  [815,]  0.497837902
##  [816,]  0.276149450
##  [817,]  0.337722477
##  [818,]  1.241606450
##  [819,]  0.286133107
##  [820,]  1.532925160
##  [821,]  0.905389351
##  [822,]  0.522976721
##  [823,]  0.545811280
##  [824,]  0.447353572
##  [825,]  0.137410258
##  [826,]  0.754024253
##  [827,]  1.052486577
##  [828,]  0.655363297
##  [829,]  0.245553959
##  [830,]  0.605398664
##  [831,]  4.033803040
##  [832,]  1.130280415
##  [833,]  0.665629191
##  [834,]  0.746656460
##  [835,]  0.244786023
##  [836,]  0.217598886
##  [837,]  1.568366195
##  [838,]  0.857024421
##  [839,]  0.855517568
##  [840,]  0.246481533
##  [841,]  0.495328631
##  [842,]  0.994674807
##  [843,]  0.956444229
##  [844,]  0.931355684
##  [845,]  1.122680111
##  [846,]  0.410181965
##  [847,]  1.739296451
##  [848,]  0.684323523
##  [849,]  0.190798160
##  [850,]  0.227379831
##  [851,]  0.633668730
##  [852,]  0.438850796
##  [853,]  1.318680197
##  [854,]  0.448234340
##  [855,]  1.072499714
##  [856,]  2.871442279
##  [857,]  0.848360162
##  [858,]  0.634485099
##  [859,]  1.077085637
##  [860,]  0.300391827
##  [861,]  1.015201636
##  [862,]  1.960630863
##  [863,]  2.108085067
##  [864,]  0.322979919
##  [865,]  0.186703196
##  [866,]  3.367799853
##  [867,]  4.698957827
##  [868,]  0.453948914
##  [869,]  0.185710141
##  [870,]  0.928775183
##  [871,]  1.191794419
##  [872,]  0.666638577
##  [873,]  0.493363487
##  [874,]  0.391399244
##  [875,]  0.686914376
##  [876,]  0.714358397
##  [877,]  1.010555617
##  [878,]  0.966493707
##  [879,]  3.345840555
##  [880,]  1.193629631
##  [881,]  1.156070941
##  [882,]  0.382697434
##  [883,]  0.481108921
##  [884,]  0.406490410
##  [885,]  0.205035168
##  [886,]  0.677986552
##  [887,]  0.355088888
##  [888,]  2.435346124
##  [889,]  0.374151547
##  [890,]  0.868533072
##  [891,]  0.395987908
##  [892,]  0.426545156
##  [893,]  0.787014085
##  [894,]  0.578555237
##  [895,]  0.451396934
##  [896,]  0.488865891
##  [897,]  0.734724109
##  [898,]  0.405583561
##  [899,]  1.448392128
##  [900,]  0.458143139
##  [901,]  1.215031785
##  [902,]  0.813365981
##  [903,]  0.788262879
##  [904,]  1.015594965
##  [905,]  0.368544702
##  [906,]  0.452490871
##  [907,]  0.836384076
##  [908,]  0.780984865
##  [909,]  2.861249884
##  [910,]  0.377819415
##  [911,]  1.266845961
##  [912,]  0.606871610
##  [913,]  3.020018718
##  [914,]  1.161848583
##  [915,]  0.417976839
##  [916,]  0.789535978
##  [917,]  0.795614767
##  [918,]  1.328742023
##  [919,]  0.282800605
##  [920,]  1.999121481
##  [921,]  0.662766579
##  [922,]  1.371283036
##  [923,]  0.298053276
##  [924,]  0.521530575
##  [925,]  0.256027562
##  [926,]  1.649524703
##  [927,]  0.510435493
##  [928,]  2.393107308
##  [929,]  1.111626590
##  [930,]  1.452553285
##  [931,]  0.274399652
##  [932,]  0.655902424
##  [933,]  0.576597564
##  [934,]  0.935476636
##  [935,]  0.607085058
##  [936,]  0.981994445
##  [937,]  0.553441889
##  [938,]  2.776245332
##  [939,]  0.211654007
##  [940,]  1.131167226
##  [941,]  0.862546447
##  [942,]  0.348522225
##  [943,]  2.015753709
##  [944,]  0.923566434
##  [945,]  0.347613719
##  [946,]  0.306003769
##  [947,]  0.397926125
##  [948,]  2.806182195
##  [949,] -0.079576909
##  [950,]  0.554511343
##  [951,]  0.320157566
##  [952,]  1.035788438
##  [953,]  0.408600115
##  [954,]  4.819024311
##  [955,]  0.313807027
##  [956,]  3.302334589
##  [957,]  1.350445849
##  [958,]  0.273238476
##  [959,]  1.073307928
##  [960,]  0.641176437
##  [961,]  0.454789009
##  [962,]  0.996258067
##  [963,]  0.730253788
##  [964,]  0.732669202
##  [965,]  0.375344721
##  [966,]  2.668070350
##  [967,]  1.319234751
##  [968,]  0.083231089
##  [969,]  0.483611922
##  [970,]  4.166296540
##  [971,]  1.187991520
##  [972,]  1.678775174
##  [973,]  1.428854173
##  [974,]  0.739202768
##  [975,]  0.837185329
##  [976,]  1.831671455
##  [977,]  0.427231318
##  [978,]  0.444068513
##  [979,]  2.046614044
##  [980,]  2.152235101
##  [981,]  1.652459051
##  [982,]  1.163508441
##  [983,]  0.153123906
##  [984,]  0.320907676
##  [985,]  1.006324078
##  [986,]  0.248065856
##  [987,]  0.685866131
##  [988,]  1.315764935
##  [989,]  0.067975798
##  [990,]  0.463737603
##  [991,]  0.359546559
##  [992,]  1.343730007
##  [993,]  2.516578327
##  [994,]  0.190072409
##  [995,]  0.933172548
##  [996,]  3.172190702
##  [997,]  0.657512369
##  [998,]  0.196529514
##  [999,]  0.915763059
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
## 4             1                         -1                         -1
## 5             1                          1                          0
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## 20            1                          1                          0
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## 25            1                          1                          0
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## 46            1                          1                          0
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## 51            1                          1                          0
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## 115           1                         -1                         -1
## 116           1                          1                          0
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## 124           1                          1                          0
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## 139           1                          1                          0
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## 143           1                          1                          0
## 144           1                         -1                         -1
## 145           1                         -1                         -1
## 146           1                         -1                         -1
## 147           1                         -1                         -1
## 148           1                         -1                         -1
## 149           1                          1                          0
## 150           1                         -1                         -1
## 151           1                          1                          0
## 152           1                         -1                         -1
## 153           1                         -1                         -1
## 154           1                         -1                         -1
## 155           1                         -1                         -1
## 156           1                         -1                         -1
## 157           1                         -1                         -1
## 158           1                         -1                         -1
## 159           1                         -1                         -1
## 160           1                          1                          0
## 161           1                         -1                         -1
## 162           1                         -1                         -1
## 163           1                         -1                         -1
## 164           1                         -1                         -1
## 165           1                         -1                         -1
## 166           1                          1                          0
## 167           1                         -1                         -1
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## 169           1                          1                          0
## 170           1                         -1                         -1
## 171           1                         -1                         -1
## 172           1                         -1                         -1
## 173           1                         -1                         -1
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## 176           1                          1                          0
## 177           1                          1                          0
## 178           1                         -1                         -1
## 179           1                          1                          0
## 180           1                         -1                         -1
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## 182           1                         -1                         -1
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## 185           1                         -1                         -1
## 186           1                         -1                         -1
## 187           1                          1                          0
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## 190           1                         -1                         -1
## 191           1                         -1                         -1
## 192           1                         -1                         -1
## 193           1                         -1                         -1
## 194           1                          1                          0
## 195           1                         -1                         -1
## 196           1                         -1                         -1
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## 200           1                         -1                         -1
## 201           1                         -1                         -1
## 202           1                          0                          1
## 203           1                         -1                         -1
## 204           1                          1                          0
## 205           1                         -1                         -1
## 206           1                         -1                         -1
## 207           1                         -1                         -1
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## 210           1                         -1                         -1
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## 212           1                         -1                         -1
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## 214           1                         -1                         -1
## 215           1                         -1                         -1
## 216           1                         -1                         -1
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## 219           1                         -1                         -1
## 220           1                         -1                         -1
## 221           1                         -1                         -1
## 222           1                         -1                         -1
## 223           1                         -1                         -1
## 224           1                         -1                         -1
## 225           1                         -1                         -1
## 226           1                         -1                         -1
## 227           1                          1                          0
## 228           1                         -1                         -1
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## 235           1                         -1                         -1
## 236           1                         -1                         -1
## 237           1                          1                          0
## 238           1                         -1                         -1
## 239           1                         -1                         -1
## 240           1                         -1                         -1
## 241           1                         -1                         -1
## 242           1                         -1                         -1
## 243           1                         -1                         -1
## 244           1                          1                          0
## 245           1                         -1                         -1
## 246           1                         -1                         -1
## 247           1                         -1                         -1
## 248           1                         -1                         -1
## 249           1                         -1                         -1
## 250           1                         -1                         -1
## 251           1                         -1                         -1
## 252           1                         -1                         -1
## 253           1                         -1                         -1
## 254           1                         -1                         -1
## 255           1                          1                          0
## 256           1                         -1                         -1
## 257           1                          1                          0
## 258           1                          1                          0
## 259           1                          1                          0
## 260           1                         -1                         -1
## 261           1                         -1                         -1
## 262           1                         -1                         -1
## 263           1                         -1                         -1
## 264           1                         -1                         -1
## 265           1                         -1                         -1
## 266           1                         -1                         -1
## 267           1                         -1                         -1
## 268           1                         -1                         -1
## 269           1                         -1                         -1
## 270           1                         -1                         -1
## 271           1                          1                          0
## 272           1                          0                          1
## 273           1                         -1                         -1
## 274           1                         -1                         -1
## 275           1                         -1                         -1
## 276           1                         -1                         -1
## 277           1                         -1                         -1
## 278           1                         -1                         -1
## 279           1                         -1                         -1
## 280           1                         -1                         -1
## 281           1                         -1                         -1
## 282           1                         -1                         -1
## 283           1                          1                          0
## 284           1                         -1                         -1
## 285           1                          1                          0
## 286           1                         -1                         -1
## 287           1                          1                          0
## 288           1                          1                          0
## 289           1                          0                          1
## 290           1                         -1                         -1
## 291           1                         -1                         -1
## 292           1                         -1                         -1
## 293           1                          1                          0
## 294           1                         -1                         -1
## 295           1                         -1                         -1
## 296           1                         -1                         -1
## 297           1                         -1                         -1
## 298           1                          1                          0
## 299           1                         -1                         -1
## 300           1                          1                          0
## 301           1                         -1                         -1
## 302           1                          1                          0
## 303           1                         -1                         -1
## 304           1                         -1                         -1
## 305           1                          1                          0
## 306           1                         -1                         -1
## 307           1                         -1                         -1
## 308           1                         -1                         -1
## 309           1                         -1                         -1
## 310           1                         -1                         -1
## 311           1                         -1                         -1
## 312           1                         -1                         -1
## 
## $terms
## gm ~ demo$parents_grad_college
## attr(,"variables")
## list(gm, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## gm                                                0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.

Competency in Science

Now, Competency in Science:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0911 0.045534  1.3699 0.00879  0.243
## Residuals                 309   10.2712 0.033240         0.99121       
## Total                     311   10.3623                  1.00000       
## 
## $call
## adonis(formula = sci_comp ~ demo$parents_grad_college)
## 
## $coefficients
##                              sci_comp1   sci_comp2   sci_comp3  sci_comp4
## (Intercept)                 3.00852541  3.20820738  2.90142379  3.6346957
## demo$parents_grad_college1  0.06610145 -0.04402828  0.11350158 -0.1272330
## demo$parents_grad_college2 -0.13352541  0.41679262 -0.02642379  0.3653043
##                            sci_competancy_ave
## (Intercept)                       3.188213075
## demo$parents_grad_college1        0.002085433
## demo$parents_grad_college2        0.155536925
## 
## $coef.sites
##                                       1            2            3            4
## (Intercept)                 0.159472616  0.151995572  0.177300558  0.381069528
## demo$parents_grad_college1  0.007490058 -0.010025469  0.005208666 -0.008382021
## demo$parents_grad_college2 -0.039606691 -0.007218161 -0.031145539  0.034726895
##                                       5            6            7            8
## (Intercept)                 0.242104652  0.151891955  0.260098599  0.187390227
## demo$parents_grad_college1 -0.004624446 -0.001005574  0.001805544 -0.002918933
## demo$parents_grad_college2  0.005915487 -0.024901104 -0.011493664 -0.020447725
##                                       9           10            11          12
## (Intercept)                 0.275019773  0.167945338  0.1756564967  0.35614464
## demo$parents_grad_college1 -0.006746488 -0.007870706  0.0008500085 -0.00571119
## demo$parents_grad_college2  0.018167205 -0.011297912 -0.0275073866  0.02205375
##                                      13           14           15            16
## (Intercept)                 0.153415036  0.153415036  0.149393766  0.1989190420
## demo$parents_grad_college1  0.003559735  0.003559735  0.007321886 -0.0001465036
## demo$parents_grad_college2 -0.033466188 -0.033466188 -0.036194507 -0.0302417263
##                                      17            18          19           20
## (Intercept)                0.4967771916  0.1425633823  0.16031085  0.151891955
## demo$parents_grad_college1 0.0000490362 -0.0003941458  0.00348276 -0.001005574
## demo$parents_grad_college2 0.0294743347 -0.0218403141 -0.03369534 -0.024901104
##                                       21           22           23           24
## (Intercept)                 0.1958334599  0.158692947  0.155670891  0.144481850
## demo$parents_grad_college1 -0.0007109159 -0.002888403 -0.008089118  0.002141048
## demo$parents_grad_college2 -0.0165072639 -0.009987723 -0.007360923 -0.031155210
##                                     25            26            27           28
## (Intercept)                 0.16759305  0.2362407937  0.1452731513  0.180114604
## demo$parents_grad_college1  0.00248071  0.0001029591 -0.0001383313 -0.001441326
## demo$parents_grad_college2 -0.01414098 -0.0288394514 -0.0250262736 -0.016293085
##                                     29           30           31           32
## (Intercept)                 0.16031085  0.183553090  0.164983849  0.153415036
## demo$parents_grad_college1  0.00348276  0.004413624  0.001931143  0.003559735
## demo$parents_grad_college2 -0.03369534 -0.019205255 -0.015267639 -0.033466188
##                                       33           34          35            36
## (Intercept)                 0.2045005055  0.182915728  0.19419921  0.1895535510
## demo$parents_grad_college1 -0.0007604205 -0.004099103  0.01187077 -0.0006138205
## demo$parents_grad_college2 -0.0272765550 -0.016573612 -0.04514101 -0.0131110205
##                                      37           38           39           40
## (Intercept)                 0.185806503  0.153415036  0.163574242  0.153415036
## demo$parents_grad_college1  0.007999816  0.003559735 -0.002865656  0.003559735
## demo$parents_grad_college2 -0.039797049 -0.033466188 -0.021207130 -0.033466188
##                                       41            42          43           44
## (Intercept)                 0.2171411052  0.2141338558  0.16498246  0.225974048
## demo$parents_grad_college1  0.0006993596  0.0005494085  0.00380062  0.004342618
## demo$parents_grad_college2 -0.0284057218 -0.0311127582 -0.03844987 -0.011863514
##                                      45           46          47            48
## (Intercept)                 0.239717833  0.151995572  0.23407001  0.1836617226
## demo$parents_grad_college1 -0.004867716 -0.010025469  0.01255727 -0.0054333908
## demo$parents_grad_college2 -0.007665779 -0.007218161 -0.04038633  0.0002099223
##                                      49           50            51           52
## (Intercept)                 0.151995572  0.167945338  0.2141338558  0.183553090
## demo$parents_grad_college1 -0.010025469 -0.007870706  0.0005494085  0.004413624
## demo$parents_grad_college2 -0.007218161 -0.011297912 -0.0311127582 -0.019205255
##                                      53            54           55           56
## (Intercept)                 0.167945338  0.2077569034  0.171232593  0.190204387
## demo$parents_grad_college1 -0.007870706 -0.0000239554 -0.002251222 -0.009811335
## demo$parents_grad_college2 -0.011297912 -0.0331972347 -0.014108976  0.001359565
##                                      57           58            59          60
## (Intercept)                 0.164983849  0.151598461  0.1425633823  0.24358271
## demo$parents_grad_college1  0.001931143  0.001265101 -0.0003941458  0.01309924
## demo$parents_grad_college2 -0.015267639 -0.024127901 -0.0218403141 -0.04250239
##                                      61           62           63           64
## (Intercept)                 0.167179037  0.155670891  0.171338972  0.225974048
## demo$parents_grad_college1  0.002630074 -0.008089118 -0.011666470  0.004342618
## demo$parents_grad_college2 -0.026906115 -0.007360923  0.004399364 -0.011863514
##                                      65           66            67           68
## (Intercept)                 0.215874302  0.214331896  0.2362407937  0.151598461
## demo$parents_grad_college1 -0.006320387  0.005010693  0.0001029591  0.001265101
## demo$parents_grad_college2  0.007651437 -0.031174536 -0.0288394514 -0.024127901
##                                      69           70           71           72
## (Intercept)                 0.155670891  0.226489246  0.157613380  0.153415036
## demo$parents_grad_college1 -0.008089118  0.004773198  0.003888263  0.003559735
## demo$parents_grad_college2 -0.007360923 -0.012378712 -0.038223645 -0.033466188
##                                      73           74            75           76
## (Intercept)                 0.151598461  0.242104652  0.2362407937  0.151598461
## demo$parents_grad_college1  0.001265101 -0.004624446  0.0001029591  0.001265101
## demo$parents_grad_college2 -0.024127901  0.005915487 -0.0288394514 -0.024127901
##                                       77           78           79          80
## (Intercept)                 0.1753687206  0.175392708  0.137877135  0.16498246
## demo$parents_grad_college1 -0.0004074586  0.002489994 -0.002413517  0.00380062
## demo$parents_grad_college2 -0.0174738097 -0.034025783 -0.021410968 -0.03844987
##                                     81           82           83            84
## (Intercept)                 0.17321707  0.153415036  0.178433759  0.1705542469
## demo$parents_grad_college1  0.00530056  0.003559735  0.002680431  0.0004418219
## demo$parents_grad_college2 -0.04009065 -0.033466188 -0.017838832 -0.0320447934
##                                      85           86           87           88
## (Intercept)                 0.149834910  0.144977775  0.317732580  0.147094149
## demo$parents_grad_college1  0.004407499  0.005610532 -0.008351769  0.002377991
## demo$parents_grad_college2 -0.025450480 -0.036334086  0.027458703 -0.034212448
##                                      89           90           91           92
## (Intercept)                 0.180114604  0.179892305  0.137877135  0.196059675
## demo$parents_grad_college1 -0.001441326  0.006519585 -0.002413517 -0.001970616
## demo$parents_grad_college2 -0.016293085 -0.030313906 -0.021410968 -0.006930596
##                                      93           94           95           96
## (Intercept)                 0.367436255  0.184511140  0.182355792 0.4967771916
## demo$parents_grad_college1 -0.006365421  0.002622233  0.003954965 0.0000490362
## demo$parents_grad_college2  0.032178464 -0.037083609 -0.019812813 0.0294743347
##                                       97          98           99          100
## (Intercept)                 0.1452731513  0.17017272  0.264200319  0.222740964
## demo$parents_grad_college1 -0.0001383313  0.00415435 -0.007100877 -0.010913533
## demo$parents_grad_college2 -0.0250262736 -0.03468814  0.017221953  0.008784775
##                                      101          102          103          104
## (Intercept)                 0.1726589516  0.144481850  0.183553090  0.151598461
## demo$parents_grad_college1 -0.0006632731  0.002141048  0.004413624  0.001265101
## demo$parents_grad_college2 -0.0142878503 -0.031155210 -0.019205255 -0.024127901
##                                      105          106          107          108
## (Intercept)                 0.2141338558  0.352980036  0.144977775  0.180114604
## demo$parents_grad_college1  0.0005494085 -0.006406776  0.005610532 -0.001441326
## demo$parents_grad_college2 -0.0311127582  0.025218348 -0.036334086 -0.016293085
##                                     109          110          111         112
## (Intercept)                 0.183553090  0.181096553  0.175112583  0.19474681
## demo$parents_grad_college1  0.004413624  0.004115645  0.001906304  0.00306959
## demo$parents_grad_college2 -0.019205255 -0.017576514 -0.036186463 -0.03178378
##                                     113          114           115
## (Intercept)                 0.153415036  0.167945338  0.2947626499
## demo$parents_grad_college1  0.003559735 -0.007870706 -0.0005008392
## demo$parents_grad_college2 -0.033466188 -0.011297912  0.0039417050
##                                      116         117          118          119
## (Intercept)                 0.2351546551  0.16498246  0.275276612 0.4967771916
## demo$parents_grad_college1 -0.0004622793  0.00380062  0.009041278 0.0000490362
## demo$parents_grad_college2 -0.0191184232 -0.03844987 -0.014253376 0.0294743347
##                                     120          121          122          123
## (Intercept)                 0.183553090 0.4967771916  0.263126485 0.4967771916
## demo$parents_grad_college1  0.004413624 0.0000490362 -0.001980457 0.0000490362
## demo$parents_grad_college2 -0.019205255 0.0294743347 -0.003995235 0.0294743347
##                                     124           125          126          127
## (Intercept)                 0.205688798  0.1836617226  0.153415036  0.212159598
## demo$parents_grad_college1 -0.003161285 -0.0054333908  0.003559735 -0.002110665
## demo$parents_grad_college2 -0.002689375  0.0002099223 -0.033466188 -0.009744970
##                                     128          129         130          131
## (Intercept)                 0.352980036  0.191653918  0.17017272  0.160280740
## demo$parents_grad_college1 -0.006406776  0.002919588  0.00415435  0.004590531
## demo$parents_grad_college2  0.025218348 -0.034573240 -0.03468814 -0.028999759
##                                     132          133          134           135
## (Intercept)                 0.151995572  0.158692947  0.177227469  0.1452731513
## demo$parents_grad_college1 -0.010025469 -0.002888403 -0.010747087 -0.0001383313
## demo$parents_grad_college2 -0.007218161 -0.009987723 -0.001965324 -0.0250262736
##                                      136          137          138          139
## (Intercept)                 0.1425633823 0.4967771916  0.171338972  0.190204387
## demo$parents_grad_college1 -0.0003941458 0.0000490362 -0.011666470 -0.009811335
## demo$parents_grad_college2 -0.0218403141 0.0294743347  0.004399364  0.001359565
##                                     140          141           142          143
## (Intercept)                 0.153415036  0.151995572  0.1425633823  0.187390227
## demo$parents_grad_college1  0.003559735 -0.010025469 -0.0003941458 -0.002918933
## demo$parents_grad_college2 -0.033466188 -0.007218161 -0.0218403141 -0.020447725
##                                     144           145          146
## (Intercept)                 0.164983849  0.1836617226  0.155670891
## demo$parents_grad_college1  0.001931143 -0.0054333908 -0.008089118
## demo$parents_grad_college2 -0.015267639  0.0002099223 -0.007360923
##                                      147          148           149
## (Intercept)                 0.1425633823 0.4967771916  0.1776591695
## demo$parents_grad_college1 -0.0003941458 0.0000490362  0.0009938751
## demo$parents_grad_college2 -0.0218403141 0.0294743347 -0.0302316383
##                                     150           151          152          153
## (Intercept)                 0.419005276  0.1378893384 0.4967771916  0.381069528
## demo$parents_grad_college1 -0.001050178  0.0007620904 0.0000490362 -0.008382021
## demo$parents_grad_college2  0.022805928 -0.0323091273 0.0294743347  0.034726895
##                                     154          155          156          157
## (Intercept)                 0.196370306  0.158723057 0.4967771916 0.4967771916
## demo$parents_grad_college1 -0.008830350  0.001183046 0.0000490362 0.0000490362
## demo$parents_grad_college2 -0.005332669 -0.024355945 0.0294743347 0.0294743347
##                                      158          159          160          161
## (Intercept)                 0.2362407937  0.153415036  0.144977775  0.205688798
## demo$parents_grad_college1  0.0001029591  0.003559735  0.005610532 -0.003161285
## demo$parents_grad_college2 -0.0288394514 -0.033466188 -0.036334086 -0.002689375
##                                      162          163          164          165
## (Intercept)                 0.1425633823  0.185257544  0.381069528  0.193853552
## demo$parents_grad_college1 -0.0003941458  0.002567455 -0.008382021  0.001466222
## demo$parents_grad_college2 -0.0218403141 -0.031378400  0.034726895 -0.030890522
##                                     166          167          168          169
## (Intercept)                 0.162832514  0.180612436  0.183553090  0.213479741
## demo$parents_grad_college1  0.003702704  0.001015999  0.004413624 -0.005074354
## demo$parents_grad_college2 -0.036633666 -0.016871518 -0.019205255  0.006582380
##                                     170          171          172          173
## (Intercept)                 0.163574242  0.215874302  0.144481850  0.215874302
## demo$parents_grad_college1 -0.002865656 -0.006320387  0.002141048 -0.006320387
## demo$parents_grad_college2 -0.021207130  0.007651437 -0.031155210  0.007651437
##                                      174          175          176          177
## (Intercept)                 0.1452731513  0.196059675  0.157710721  0.137877135
## demo$parents_grad_college1 -0.0001383313 -0.001970616 -0.004433131 -0.002413517
## demo$parents_grad_college2 -0.0250262736 -0.006930596 -0.021987652 -0.021410968
##                                     178          179           180          181
## (Intercept)                 0.182915728  0.153415036  0.1836617226  0.215874302
## demo$parents_grad_college1 -0.004099103  0.003559735 -0.0054333908 -0.006320387
## demo$parents_grad_college2 -0.016573612 -0.033466188  0.0002099223  0.007651437
##                                     182          183          184          185
## (Intercept)                 0.174257208  0.153415036  0.167945338  0.178433759
## demo$parents_grad_college1 -0.008424733  0.003559735 -0.007870706  0.002680431
## demo$parents_grad_college2 -0.012696579 -0.033466188 -0.011297912 -0.017838832
##                                      186          187          188
## (Intercept)                 0.1583852207  0.242104652  0.252924106
## demo$parents_grad_college1  0.0008442449 -0.004624446 -0.004270057
## demo$parents_grad_college2 -0.0276150944  0.005915487  0.006860740
##                                      189          190          191          192
## (Intercept)                 1.843204e-01  0.167179037 0.4967771916  0.153415036
## demo$parents_grad_college1 -4.254485e-03  0.002630074 0.0000490362  0.003559735
## demo$parents_grad_college2  1.052364e-05 -0.026906115 0.0294743347 -0.033466188
##                                     193          194          195          196
## (Intercept)                 0.191653918  0.193853552  0.213479741  0.153415036
## demo$parents_grad_college1  0.002919588  0.001466222 -0.005074354  0.003559735
## demo$parents_grad_college2 -0.034573240 -0.030890522  0.006582380 -0.033466188
##                                      197          198         199         200
## (Intercept)                 0.1836617226  0.215874302  0.17017272  0.16031085
## demo$parents_grad_college1 -0.0054333908 -0.006320387  0.00415435  0.00348276
## demo$parents_grad_college2  0.0002099223  0.007651437 -0.03468814 -0.03369534
##                                     201           202           203
## (Intercept)                0.4967771916  0.1378893384  0.4223730248
## demo$parents_grad_college1 0.0000490362  0.0007620904 -0.0003451864
## demo$parents_grad_college2 0.0294743347 -0.0323091273  0.0194381794
##                                      204          205           206
## (Intercept)                 0.1378893384  0.202931603  0.2362407937
## demo$parents_grad_college1  0.0007620904  0.001733703  0.0001029591
## demo$parents_grad_college2 -0.0323091273 -0.008533642 -0.0288394514
##                                     207           208          209          210
## (Intercept)                 0.356860003  0.1793015897  0.147094149  0.157613380
## demo$parents_grad_college1 -0.005054983 -0.0082871643  0.002377991  0.003888263
## demo$parents_grad_college2  0.021338381  0.0007365793 -0.034212448 -0.038223645
##                                     211         212          213          214
## (Intercept)                 0.173677459  0.16759305  0.352980036  0.203100541
## demo$parents_grad_college1 -0.010542987  0.00248071 -0.006406776  0.002941074
## demo$parents_grad_college2  0.004704029 -0.01414098  0.025218348 -0.008769613
##                                     215          216           217          218
## (Intercept)                 0.157613380  0.155670891  0.1526422323  0.254611349
## demo$parents_grad_college1  0.003888263 -0.008089118 -0.0002259743  0.003043246
## demo$parents_grad_college2 -0.038223645 -0.007360923 -0.0252524975 -0.005804289
##                                      219         220          221          222
## (Intercept)                 0.2362407937  0.16031085  0.267024800  0.199812302
## demo$parents_grad_college1  0.0001029591  0.00348276 -0.006432864  0.001456864
## demo$parents_grad_college2 -0.0288394514 -0.03369534  0.014397472 -0.031134986
##                                     223          224          225         226
## (Intercept)                 0.297929139  0.264200319  0.352828464  0.24313628
## demo$parents_grad_college1 -0.004531784 -0.007100877 -0.001399993 -0.01373012
## demo$parents_grad_college2  0.011886327  0.017221953  0.013605214  0.02002689
##                                     227          228          229          230
## (Intercept)                 0.242104652  0.196370306  0.153415036  0.242104652
## demo$parents_grad_college1 -0.004624446 -0.008830350  0.003559735 -0.004624446
## demo$parents_grad_college2  0.005915487 -0.005332669 -0.033466188  0.005915487
##                                    231           232          233          234
## (Intercept)                 0.29577580  0.2077569034  0.274909551  0.191653918
## demo$parents_grad_college1 -0.01423216 -0.0000239554  0.004095554  0.002919588
## demo$parents_grad_college2  0.02738194 -0.0331972347 -0.003360000 -0.034573240
##                                     235          236           237          238
## (Intercept)                 0.153415036  0.242104652  0.2141338558  0.205688798
## demo$parents_grad_college1  0.003559735 -0.004624446  0.0005494085 -0.003161285
## demo$parents_grad_college2 -0.033466188  0.005915487 -0.0311127582 -0.002689375
##                                      239         240          241          242
## (Intercept)                 0.2947626499 0.423185072  0.153415036  0.161590215
## demo$parents_grad_college1 -0.0005008392 0.000423576  0.003559735  0.005726907
## demo$parents_grad_college2  0.0039417050 0.018626132 -0.033466188 -0.030964914
##                                     243           244          245          246
## (Intercept)                 0.153415036  0.2362407937  0.254611349  0.260098599
## demo$parents_grad_college1  0.003559735  0.0001029591  0.003043246  0.001805544
## demo$parents_grad_college2 -0.033466188 -0.0288394514 -0.005804289 -0.011493664
##                                     247          248          249         250
## (Intercept)                 0.274909551  0.215874302  0.157613380  0.16031085
## demo$parents_grad_college1  0.004095554 -0.006320387  0.003888263  0.00348276
## demo$parents_grad_college2 -0.003360000  0.007651437 -0.038223645 -0.03369534
##                                      251           252          253         254
## (Intercept)                 0.1526422323  0.2029087069  0.253494572  0.17017272
## demo$parents_grad_college1 -0.0002259743 -0.0008621701 -0.003778347  0.00415435
## demo$parents_grad_college2 -0.0252524975 -0.0153344385  0.006290273 -0.03468814
##                                     255          256          257          258
## (Intercept)                 0.215874302  0.352828464  0.137877135  0.189691171
## demo$parents_grad_college1 -0.006320387 -0.001399993 -0.002413517 -0.004807256
## demo$parents_grad_college2  0.007651437  0.013605214 -0.021410968 -0.003952835
##                                    259          260           261          262
## (Intercept)                 0.17017272  0.381069528  0.1425633823  0.215874302
## demo$parents_grad_college1  0.00415435 -0.008382021 -0.0003941458 -0.006320387
## demo$parents_grad_college2 -0.03468814  0.034726895 -0.0218403141  0.007651437
##                                     263           264           265
## (Intercept)                 0.215874302  0.1749007698  0.1583852207
## demo$parents_grad_college1 -0.006320387 -0.0006308085  0.0008442449
## demo$parents_grad_college2  0.007651437 -0.0223172422 -0.0276150944
##                                     266          267         268          269
## (Intercept)                 0.163574242  0.215874302  0.17017272  0.176502443
## demo$parents_grad_college1 -0.002865656 -0.006320387  0.00415435 -0.001222741
## demo$parents_grad_college2 -0.021207130  0.007651437 -0.03468814 -0.016456966
##                                     270          271          272          273
## (Intercept)                 0.177227469  0.317732580  0.212159598  0.242104652
## demo$parents_grad_college1 -0.010747087 -0.008351769 -0.002110665 -0.004624446
## demo$parents_grad_college2 -0.001965324  0.027458703 -0.009744970  0.005915487
##                                    274          275           276          277
## (Intercept)                 0.32834375  0.252924106  0.1378893384  0.184938628
## demo$parents_grad_college1 -0.01276488 -0.004270057  0.0007620904 -0.002026372
## demo$parents_grad_college2  0.02554319  0.006860740 -0.0323091273 -0.018174799
##                                     278          279          280          281
## (Intercept)                 0.175392708  0.222740964  0.145911165  0.157613380
## demo$parents_grad_college1  0.002489994 -0.010913533  0.002998228  0.003888263
## demo$parents_grad_college2 -0.034025783  0.008784775 -0.026063172 -0.038223645
##                                    282          283           284           285
## (Intercept)                 0.17017272  0.196370306  0.2426174218  0.1425633823
## demo$parents_grad_college1  0.00415435 -0.008830350 -0.0084376368 -0.0003941458
## demo$parents_grad_college2 -0.03468814 -0.005332669 -0.0005653672 -0.0218403141
##                                     286          287         288           289
## (Intercept)                 0.179892305  0.164983849  0.17017272  0.1452731513
## demo$parents_grad_college1  0.006519585  0.001931143  0.00415435 -0.0001383313
## demo$parents_grad_college2 -0.030313906 -0.015267639 -0.03468814 -0.0250262736
##                                    290           291          292         293
## (Intercept)                 0.16759305  0.2362407937  0.147094149  0.35614464
## demo$parents_grad_college1  0.00248071  0.0001029591  0.002377991 -0.00571119
## demo$parents_grad_college2 -0.01414098 -0.0288394514 -0.034212448  0.02205375
##                                      294          295          296          297
## (Intercept)                 0.1425633823  0.149834910  0.202672604  0.137877135
## demo$parents_grad_college1 -0.0003941458  0.004407499  0.002604730 -0.002413517
## demo$parents_grad_college2 -0.0218403141 -0.025450480 -0.008341675 -0.021410968
##                                     298          299          300          301
## (Intercept)                 0.147094149  0.179639953  0.155670891  0.153415036
## demo$parents_grad_college1  0.002377991 -0.004577531 -0.008089118  0.003559735
## demo$parents_grad_college2 -0.034212448 -0.017674676 -0.007360923 -0.033466188
##                                     302          303          304           305
## (Intercept)                 0.153415036  0.155000952  0.145911165  0.1425633823
## demo$parents_grad_college1  0.003559735 -0.004688945  0.002998228 -0.0003941458
## demo$parents_grad_college2 -0.033466188 -0.018801693 -0.026063172 -0.0218403141
##                                     306          307         308          309
## (Intercept)                 0.151598461  0.173677459  0.19991742  0.193043644
## demo$parents_grad_college1  0.001265101 -0.010542987 -0.01282242 -0.004876853
## demo$parents_grad_college2 -0.024127901  0.004704029  0.01117034 -0.023249915
##                                     310          311         312
## (Intercept)                 0.151995572  0.153415036  0.17857627
## demo$parents_grad_college1 -0.010025469  0.003559735  0.00263980
## demo$parents_grad_college2 -0.007218161 -0.033466188 -0.03114874
## 
## $f.perms
##                 [,1]
##    [1,]  1.269083955
##    [2,]  0.331497862
##    [3,]  2.076554467
##    [4,]  0.216772656
##    [5,]  1.699157196
##    [6,]  0.484214014
##    [7,]  0.391486226
##    [8,]  1.385520118
##    [9,]  0.380974854
##   [10,]  0.108136222
##   [11,]  0.526369484
##   [12,]  0.866700263
##   [13,]  0.807189215
##   [14,]  0.958658119
##   [15,]  1.100298934
##   [16,]  1.074577188
##   [17,]  0.647631082
##   [18,]  0.758624628
##   [19,]  0.615690306
##   [20,]  1.025589442
##   [21,]  1.492531606
##   [22,]  2.249549371
##   [23,]  0.680304441
##   [24,]  0.650065349
##   [25,]  2.364301074
##   [26,]  0.028520728
##   [27,]  1.022255649
##   [28,]  0.105117624
##   [29,]  0.478445759
##   [30,]  0.516566895
##   [31,]  1.305335708
##   [32,]  0.038666168
##   [33,]  1.215653379
##   [34,]  0.937104578
##   [35,]  1.379772508
##   [36,]  0.531709006
##   [37,]  0.695738780
##   [38,]  0.075457218
##   [39,]  0.755643518
##   [40,]  0.854998009
##   [41,]  0.467533115
##   [42,]  0.791020655
##   [43,]  0.595033566
##   [44,]  1.320406852
##   [45,]  0.803162093
##   [46,]  0.956781098
##   [47,]  1.074095702
##   [48,]  0.457652710
##   [49,]  0.973457990
##   [50,]  2.643149549
##   [51,]  0.343382736
##   [52,]  0.294418217
##   [53,]  0.720456203
##   [54,]  0.199827763
##   [55,]  0.742867633
##   [56,]  1.421263458
##   [57,]  0.668440713
##   [58,]  0.806768374
##   [59,]  1.774886885
##   [60,]  2.114982933
##   [61,]  0.528751828
##   [62,]  0.431826243
##   [63,]  0.914717495
##   [64,]  2.014795632
##   [65,]  2.631292245
##   [66,]  1.790572898
##   [67,]  0.810926236
##   [68,]  1.156323503
##   [69,]  0.412681995
##   [70,]  2.384277588
##   [71,]  0.473128462
##   [72,]  1.389367565
##   [73,]  0.153650876
##   [74,]  0.395525224
##   [75,]  0.599919813
##   [76,]  0.206082480
##   [77,]  0.989906621
##   [78,]  0.927468964
##   [79,]  0.892401287
##   [80,]  0.941373383
##   [81,]  0.477664745
##   [82,]  1.584785800
##   [83,]  0.297264365
##   [84,]  1.563614609
##   [85,]  2.048827706
##   [86,]  0.651403022
##   [87,]  0.725613375
##   [88,]  0.306981905
##   [89,]  1.063227886
##   [90,]  1.120084015
##   [91,]  1.111254751
##   [92,]  1.314101454
##   [93,]  0.804791487
##   [94,]  1.291375568
##   [95,]  1.610125708
##   [96,]  1.040302573
##   [97,]  0.391797412
##   [98,]  1.088875634
##   [99,]  2.050035132
##  [100,]  0.458247364
##  [101,]  1.128541885
##  [102,]  1.320574259
##  [103,]  0.537508024
##  [104,]  0.625032102
##  [105,]  0.233876356
##  [106,]  2.224917465
##  [107,]  1.350914755
##  [108,]  1.177516951
##  [109,]  0.536223445
##  [110,]  1.767711662
##  [111,]  0.574255876
##  [112,]  0.749787719
##  [113,]  0.707360557
##  [114,]  0.213077672
##  [115,]  0.619013538
##  [116,]  0.212331675
##  [117,]  2.496636421
##  [118,]  0.960185272
##  [119,]  1.474947619
##  [120,]  2.733920359
##  [121,]  0.350674391
##  [122,]  0.089004341
##  [123,]  0.668656455
##  [124,]  0.392490062
##  [125,]  0.988409064
##  [126,]  1.686954572
##  [127,]  0.940008782
##  [128,]  0.599566441
##  [129,]  0.568762083
##  [130,]  1.453341619
##  [131,]  0.426093563
##  [132,]  0.795810684
##  [133,]  0.383063815
##  [134,]  0.342817825
##  [135,]  2.267976536
##  [136,]  0.706479815
##  [137,]  0.759652650
##  [138,]  0.444244235
##  [139,]  1.066202574
##  [140,]  0.769683623
##  [141,]  0.879021419
##  [142,]  0.621590181
##  [143,]  0.938498496
##  [144,]  4.548291768
##  [145,]  0.226020656
##  [146,]  0.523671469
##  [147,]  2.142245667
##  [148,]  0.640143797
##  [149,]  0.363334507
##  [150,]  0.586046912
##  [151,]  0.354501868
##  [152,]  1.657214420
##  [153,]  0.264982055
##  [154,]  0.615339333
##  [155,]  0.400654192
##  [156,]  0.504945659
##  [157,]  0.284608418
##  [158,]  0.144825383
##  [159,]  0.804929661
##  [160,]  1.639217675
##  [161,]  1.499330891
##  [162,]  1.455146740
##  [163,]  0.293749880
##  [164,]  0.686238715
##  [165,]  0.600947189
##  [166,]  3.552919133
##  [167,]  0.314797541
##  [168,]  2.114660952
##  [169,]  0.698927422
##  [170,]  1.287811044
##  [171,]  2.681626295
##  [172,]  1.809800779
##  [173,]  0.468809434
##  [174,]  0.766863765
##  [175,]  0.712013391
##  [176,]  0.813343232
##  [177,]  0.166109565
##  [178,]  0.884193988
##  [179,]  1.015531791
##  [180,]  1.018138006
##  [181,]  0.670861184
##  [182,]  1.969777741
##  [183,]  0.234862249
##  [184,]  2.633460425
##  [185,]  0.776458151
##  [186,]  0.192297612
##  [187,]  1.648250656
##  [188,]  4.406608795
##  [189,]  0.393960000
##  [190,]  2.091955213
##  [191,]  0.895971574
##  [192,]  0.744369160
##  [193,]  1.528892905
##  [194,]  0.526614633
##  [195,]  2.455951671
##  [196,]  1.275795616
##  [197,]  2.021171418
##  [198,]  0.514931087
##  [199,]  0.200236984
##  [200,]  2.591789150
##  [201,]  2.279413826
##  [202,]  0.159792008
##  [203,]  3.772172841
##  [204,]  1.004339818
##  [205,]  0.822152152
##  [206,]  4.076213154
##  [207,]  0.528960879
##  [208,]  3.170908173
##  [209,]  0.938177249
##  [210,]  0.354651156
##  [211,]  0.253372578
##  [212,]  1.485439061
##  [213,]  1.406840717
##  [214,]  3.634639275
##  [215,]  0.342636850
##  [216,]  0.278404272
##  [217,]  0.629156649
##  [218,]  1.753736262
##  [219,]  3.626051455
##  [220,]  0.452394171
##  [221,]  0.848470278
##  [222,]  2.863055024
##  [223,]  0.738862886
##  [224,]  1.643753257
##  [225,]  1.338864052
##  [226,]  0.393151407
##  [227,]  0.334181140
##  [228,]  1.634305693
##  [229,]  0.966479744
##  [230,]  0.485929087
##  [231,]  3.285986718
##  [232,]  1.317507008
##  [233,]  0.635022206
##  [234,]  0.965698903
##  [235,]  0.291348803
##  [236,]  0.913963224
##  [237,]  0.368966501
##  [238,]  1.675334226
##  [239,]  0.344821667
##  [240,]  0.788096052
##  [241,]  0.530338036
##  [242,]  2.270958530
##  [243,]  0.550596111
##  [244,]  1.162429116
##  [245,]  0.544002344
##  [246,]  0.297345626
##  [247,]  0.174771351
##  [248,]  0.151264044
##  [249,]  0.780904642
##  [250,]  0.330501223
##  [251,]  1.358413461
##  [252,]  1.743148594
##  [253,]  0.644380676
##  [254,]  0.688019887
##  [255,]  0.290147963
##  [256,]  0.914361871
##  [257,]  0.515418481
##  [258,]  0.328299789
##  [259,]  0.052334438
##  [260,]  0.348868874
##  [261,]  1.470977200
##  [262,]  1.216592033
##  [263,]  0.337725621
##  [264,]  0.440095324
##  [265,]  0.180324924
##  [266,]  1.358365217
##  [267,]  0.445920242
##  [268,]  2.299739442
##  [269,]  0.619340091
##  [270,]  0.311116942
##  [271,]  0.869113773
##  [272,]  0.353999874
##  [273,]  0.291150381
##  [274,]  0.500800122
##  [275,]  0.761614776
##  [276,]  3.414939897
##  [277,]  0.644426078
##  [278,]  0.427667804
##  [279,]  1.753615045
##  [280,]  1.547416815
##  [281,]  1.260494535
##  [282,]  1.085386556
##  [283,]  0.671746848
##  [284,]  0.652946854
##  [285,]  1.464183355
##  [286,]  0.479643014
##  [287,]  1.431480572
##  [288,]  1.863392089
##  [289,]  1.002279495
##  [290,]  0.435433701
##  [291,]  0.851304261
##  [292,]  0.661793134
##  [293,]  0.672501025
##  [294,]  1.076995826
##  [295,]  0.749641518
##  [296,] -0.062980817
##  [297,]  1.577926300
##  [298,]  1.795200470
##  [299,]  0.518344640
##  [300,]  0.890582162
##  [301,]  0.259093907
##  [302,]  0.765915338
##  [303,]  0.590606111
##  [304,]  1.279077392
##  [305,]  1.341276671
##  [306,]  2.619521840
##  [307,]  3.394526883
##  [308,]  2.214463236
##  [309,]  1.779037112
##  [310,]  1.913891519
##  [311,]  0.899243688
##  [312,]  0.166978687
##  [313,]  0.622459400
##  [314,]  0.893512358
##  [315,]  1.499242230
##  [316,]  2.109905728
##  [317,]  0.831705648
##  [318,]  0.871913543
##  [319,]  0.393077218
##  [320,]  2.344760472
##  [321,]  0.674592594
##  [322,]  3.571861492
##  [323,]  0.075856105
##  [324,]  1.062867457
##  [325,]  1.879910730
##  [326,]  1.439846267
##  [327,]  4.295976988
##  [328,]  0.292163039
##  [329,]  1.623528462
##  [330,]  0.414030243
##  [331,]  0.870247967
##  [332,]  1.235478358
##  [333,]  1.380599876
##  [334,]  1.587713539
##  [335,]  0.319540041
##  [336,]  2.797136608
##  [337,]  0.225246391
##  [338,]  1.456553304
##  [339,]  1.596490249
##  [340,]  0.573834467
##  [341,]  0.119745660
##  [342,]  0.577212816
##  [343,]  0.725951448
##  [344,]  4.798334046
##  [345,]  1.642465046
##  [346,]  1.483234413
##  [347,]  1.749469682
##  [348,]  0.269684822
##  [349,]  0.789509947
##  [350,]  0.423527215
##  [351,]  2.332899444
##  [352,]  0.738109618
##  [353,]  0.190440131
##  [354,]  0.788012291
##  [355,]  0.522859365
##  [356,]  0.656667590
##  [357,]  0.429479314
##  [358,]  0.971519563
##  [359,]  0.537197423
##  [360,]  0.404806922
##  [361,]  0.673769724
##  [362,]  2.563126949
##  [363,]  1.591308871
##  [364,]  1.036970124
##  [365,]  2.487802980
##  [366,]  0.181939383
##  [367,]  2.036959690
##  [368,]  1.520817797
##  [369,]  0.335827513
##  [370,]  0.590658855
##  [371,]  0.579532237
##  [372,]  2.919221393
##  [373,]  1.049400882
##  [374,]  0.185151874
##  [375,]  0.504355185
##  [376,]  1.425499502
##  [377,]  0.316355989
##  [378,]  0.244696615
##  [379,]  0.407677033
##  [380,]  0.152489253
##  [381,]  1.846911429
##  [382,]  0.942536344
##  [383,]  0.922941220
##  [384,]  0.441071377
##  [385,]  0.393946766
##  [386,]  0.983709390
##  [387,]  0.884005954
##  [388,]  1.500232636
##  [389,]  1.655152509
##  [390,]  1.576920218
##  [391,]  2.315785322
##  [392,]  0.384428477
##  [393,]  1.457822931
##  [394,]  0.277122890
##  [395,]  0.791250244
##  [396,]  0.330094539
##  [397,]  0.587179820
##  [398,]  0.849052213
##  [399,]  0.180857494
##  [400,]  0.615765832
##  [401,]  0.754339658
##  [402,]  1.760418677
##  [403,]  0.835598493
##  [404,]  0.960351733
##  [405,]  0.061957236
##  [406,]  0.463753617
##  [407,]  0.268276907
##  [408,]  2.590608562
##  [409,]  0.584394860
##  [410,]  1.049051184
##  [411,]  3.449698270
##  [412,]  0.189231227
##  [413,]  0.953519195
##  [414,]  0.686137795
##  [415,]  0.634418680
##  [416,]  0.625851016
##  [417,]  0.349081633
##  [418,]  2.204320276
##  [419,]  2.197919845
##  [420,]  0.117162957
##  [421,]  1.180669630
##  [422,]  0.458134032
##  [423,]  1.413389358
##  [424,]  1.194575491
##  [425,]  1.003885146
##  [426,]  0.746969926
##  [427,]  0.552606173
##  [428,]  0.271202344
##  [429,]  0.687558852
##  [430,]  0.382107985
##  [431,]  0.516556812
##  [432,]  0.449746692
##  [433,]  1.298221507
##  [434,]  2.024367216
##  [435,]  0.204619499
##  [436,]  0.234822696
##  [437,]  1.253599265
##  [438,]  1.309763312
##  [439,]  1.059052250
##  [440,]  0.834124104
##  [441,]  0.639150278
##  [442,]  0.982668754
##  [443,]  0.163406744
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##  [986,]  0.072722382
##  [987,]  2.112480982
##  [988,]  2.774695031
##  [989,]  1.267145651
##  [990,]  0.151307984
##  [991,]  0.350637383
##  [992,]  0.773144496
##  [993,]  0.621063394
##  [994,]  0.102886783
##  [995,]  1.236490829
##  [996,]  0.792560911
##  [997,]  1.008499339
##  [998,]  0.829491059
##  [999,]  0.887862132
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
## 4             1                         -1                         -1
## 5             1                          1                          0
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## 25            1                          1                          0
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## 31            1                         -1                         -1
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## 241           1                         -1                         -1
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## 244           1                          1                          0
## 245           1                         -1                         -1
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## 248           1                         -1                         -1
## 249           1                         -1                         -1
## 250           1                         -1                         -1
## 251           1                         -1                         -1
## 252           1                         -1                         -1
## 253           1                         -1                         -1
## 254           1                         -1                         -1
## 255           1                          1                          0
## 256           1                         -1                         -1
## 257           1                          1                          0
## 258           1                          1                          0
## 259           1                          1                          0
## 260           1                         -1                         -1
## 261           1                         -1                         -1
## 262           1                         -1                         -1
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## 264           1                         -1                         -1
## 265           1                         -1                         -1
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## 267           1                         -1                         -1
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## 270           1                         -1                         -1
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## 299           1                         -1                         -1
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## 305           1                          1                          0
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## 307           1                         -1                         -1
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## 309           1                         -1                         -1
## 310           1                         -1                         -1
## 311           1                         -1                         -1
## 312           1                         -1                         -1
## 
## $terms
## sci_comp ~ demo$parents_grad_college
## attr(,"variables")
## list(sci_comp, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## sci_comp                                          0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.

Personal Community Orientation

Now, Personal Community Orientation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs   MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2   0.00427 0.0021342 0.24065 0.00156  0.876
## Residuals                 309   2.74031 0.0088683         0.99844       
## Total                     311   2.74458                   1.00000       
## 
## $call
## adonis(formula = per_comm_orient ~ demo$parents_grad_college)
## 
## $coefficients
##                            per_comm_orient1 per_comm_orient2 per_comm_orient3
## (Intercept)                      5.41634391       5.26657325        5.7179739
## demo$parents_grad_college1      -0.05813496       0.04685958       -0.0761829
## demo$parents_grad_college2       0.20865609      -0.01657325        0.1570261
##                            per_comm_orient4
## (Intercept)                      5.50602210
## demo$parents_grad_college1      -0.04333554
## demo$parents_grad_college2       0.11897790
## 
## $coef.sites
##                                       1             2            3            4
## (Intercept)                 0.083020655  0.0731321593  0.061294802  0.061294802
## demo$parents_grad_college1  0.001049706 -0.0004366996  0.001923731  0.001923731
## demo$parents_grad_college2 -0.004985495 -0.0005711622 -0.007083545 -0.007083545
##                                       5             6            7            8
## (Intercept)                 0.061294802  0.0691113396  0.110511548  0.061569712
## demo$parents_grad_college1  0.001923731 -0.0001507946  0.004172758  0.003928384
## demo$parents_grad_college2 -0.007083545 -0.0028555588 -0.013665961 -0.013110681
##                                      9           10           11           12
## (Intercept)                 0.07707611  0.113605967  0.126451582  0.061569712
## demo$parents_grad_college1  0.00353887 -0.001893354  0.002745088  0.003928384
## demo$parents_grad_college2 -0.01288126  0.005116630 -0.011692491 -0.013110681
##                                       13            14            15
## (Intercept)                 0.0731321593  0.0731321593  0.0848399164
## demo$parents_grad_college1 -0.0004366996 -0.0004366996 -0.0015641806
## demo$parents_grad_college2 -0.0005711622 -0.0005711622  0.0007278375
##                                      16           17           18           19
## (Intercept)                 0.220053239  0.061569712  0.098335089  0.061569712
## demo$parents_grad_college1 -0.003160067  0.003928384  0.004173498  0.003928384
## demo$parents_grad_college2  0.005980421 -0.013110681 -0.010344849 -0.013110681
##                                      20           21            22           23
## (Intercept)                 0.114117564  0.256340353  0.0731321593  0.061294802
## demo$parents_grad_college1 -0.003998530 -0.001134111 -0.0004366996  0.001923731
## demo$parents_grad_college2  0.003898792  0.004419758 -0.0005711622 -0.007083545
##                                      24           25         26           27
## (Intercept)                 0.077600559  0.113605967 0.99859353  0.065294674
## demo$parents_grad_college1  0.003830059 -0.001893354 0.00140647  0.003744895
## demo$parents_grad_college2 -0.013953735  0.005116630 0.00140647 -0.011204191
##                                      28           29           30           31
## (Intercept)                 0.126451582  0.061569712 0.0912777052  0.061569712
## demo$parents_grad_college1  0.002745088  0.003928384 0.0003685929  0.003928384
## demo$parents_grad_college2 -0.011692491 -0.013110681 0.0003419446 -0.013110681
##                                      32           33            34           35
## (Intercept)                 0.061294802  0.123440556  0.0902598079  0.061569712
## demo$parents_grad_college1  0.001923731 -0.002835972 -0.0011074677  0.003928384
## demo$parents_grad_college2 -0.007083545  0.002424898  0.0001682529 -0.013110681
##                                      36           37           38           39
## (Intercept)                 0.109503035  0.060726513  0.061569712 0.0912777052
## demo$parents_grad_college1  0.002949244  0.002913601  0.003928384 0.0003685929
## demo$parents_grad_college2 -0.012657448 -0.012070812 -0.013110681 0.0003419446
##                                       40           41           42
## (Intercept)                 0.0738926260  0.061294802  0.061569712
## demo$parents_grad_college1  0.0007232524  0.001923731  0.003928384
## demo$parents_grad_college2 -0.0019550270 -0.007083545 -0.013110681
##                                       43           44           45           46
## (Intercept)                 0.0731321593  0.061294802 0.0912777052  0.289362350
## demo$parents_grad_college1 -0.0004366996  0.001923731 0.0003685929 -0.004711484
## demo$parents_grad_college2 -0.0005711622 -0.007083545 0.0003419446  0.008161474
##                                      47           48            49           50
## (Intercept)                 0.225031583  0.064159558  0.0731321593  0.073981185
## demo$parents_grad_college1 -0.001876120  0.000583065 -0.0004366996  0.002838622
## demo$parents_grad_college2 -0.002506015 -0.003717731 -0.0005711622 -0.008368446
##                                      51           52            53           54
## (Intercept)                 0.061569712  0.061569712  0.0603830448  0.061569712
## demo$parents_grad_college1  0.003928384  0.003928384  0.0008421479  0.003928384
## demo$parents_grad_college2 -0.013110681 -0.013110681 -0.0058814172 -0.013110681
##                                      55           56           57            58
## (Intercept)                 0.109503035  0.061569712  0.064159558  0.0603830448
## demo$parents_grad_college1  0.002949244  0.003928384  0.000583065  0.0008421479
## demo$parents_grad_college2 -0.012657448 -0.013110681 -0.003717731 -0.0058814172
##                                      59           60           61           62
## (Intercept)                 0.061294802  0.077600559  0.064471019  0.077523065
## demo$parents_grad_college1  0.001923731  0.003830059  0.002703563  0.004516751
## demo$parents_grad_college2 -0.007083545 -0.013953735 -0.010095654 -0.013876241
##                                      63           64           65           66
## (Intercept)                 0.114434130  0.094836598  0.109503035  0.107536892
## demo$parents_grad_college1 -0.003464510  0.003034761  0.002949244 -0.001078878
## demo$parents_grad_college2  0.004288466 -0.011838978 -0.012657448 -0.002562541
##                                      67           68           69           70
## (Intercept)                 0.064471019  0.064159558  0.061569712  0.061569712
## demo$parents_grad_college1  0.002703563  0.000583065  0.003928384  0.003928384
## demo$parents_grad_college2 -0.010095654 -0.003717731 -0.013110681 -0.013110681
##                                      71            72           73           74
## (Intercept)                 0.064471019  0.0731321593  0.061569712  0.064159558
## demo$parents_grad_college1  0.002703563 -0.0004366996  0.003928384  0.000583065
## demo$parents_grad_college2 -0.010095654 -0.0005711622 -0.013110681 -0.003717731
##                                      75           76           77           78
## (Intercept)                 0.126451582  0.061294802  0.061569712  0.061569712
## demo$parents_grad_college1  0.002745088  0.001923731  0.003928384  0.003928384
## demo$parents_grad_college2 -0.011692491 -0.007083545 -0.013110681 -0.013110681
##                                      79           80           81           82
## (Intercept)                 0.094836598  0.061569712  0.061569712  0.061569712
## demo$parents_grad_college1  0.003034761  0.003928384  0.003928384  0.003928384
## demo$parents_grad_college2 -0.011838978 -0.013110681 -0.013110681 -0.013110681
##                                      83            84            85
## (Intercept)                 0.061294802  0.0731321593  0.1008757733
## demo$parents_grad_college1  0.001923731 -0.0004366996  0.0007097114
## demo$parents_grad_college2 -0.007083545 -0.0005711622 -0.0028458670
##                                      86           87            88           89
## (Intercept)                 0.061294802  0.077600559  0.0731321593  0.064159558
## demo$parents_grad_college1  0.001923731  0.003830059 -0.0004366996  0.000583065
## demo$parents_grad_college2 -0.007083545 -0.013953735 -0.0005711622 -0.003717731
##                                      90           91           92           93
## (Intercept)                 0.113605967  0.077629205  0.134498669  0.061294802
## demo$parents_grad_college1 -0.001893354  0.002567710 -0.002691330  0.001923731
## demo$parents_grad_college2  0.005116630 -0.007999576  0.005360765 -0.007083545
##                                       94            95            96
## (Intercept)                 0.1357372812  0.0731321593  0.0731321593
## demo$parents_grad_college1  0.0003154721 -0.0004366996 -0.0004366996
## demo$parents_grad_college2 -0.0043381765 -0.0005711622 -0.0005711622
##                                      97           98            99
## (Intercept)                 0.061569712  0.064159558  0.0731321593
## demo$parents_grad_college1  0.003928384  0.000583065 -0.0004366996
## demo$parents_grad_college2 -0.013110681 -0.003717731 -0.0005711622
##                                      100          101          102
## (Intercept)                 0.1600659024  0.126451582  0.061569712
## demo$parents_grad_college1 -0.0001762422  0.002745088  0.003928384
## demo$parents_grad_college2  0.0019814070 -0.011692491 -0.013110681
##                                      103          104          105
## (Intercept)                 0.0824893046 0.0912777052  0.069308892
## demo$parents_grad_college1 -0.0001030726 0.0003685929  0.001986483
## demo$parents_grad_college2 -0.0036783075 0.0003419446 -0.009251709
##                                      106           107          108
## (Intercept)                 0.0698932107  0.0603830448  0.093325716
## demo$parents_grad_college1  0.0009772069  0.0008421479  0.002494802
## demo$parents_grad_college2 -0.0041542093 -0.0058814172 -0.008947328
##                                     109          110           111          112
## (Intercept)                 0.065294674  0.081705238  0.0731321593  0.069308892
## demo$parents_grad_college1  0.003744895  0.001388919 -0.0004366996  0.001986483
## demo$parents_grad_college2 -0.011204191 -0.002894241 -0.0005711622 -0.009251709
##                                      113          114          115
## (Intercept)                 0.0731321593  0.061569712  0.094500659
## demo$parents_grad_college1 -0.0004366996  0.003928384 -0.002662919
## demo$parents_grad_college2 -0.0005711622 -0.013110681  0.004063436
##                                      116          117          118          119
## (Intercept)                 0.0731321593  0.061294802  0.060726513  0.061294802
## demo$parents_grad_college1 -0.0004366996  0.001923731  0.002913601  0.001923731
## demo$parents_grad_college2 -0.0005711622 -0.007083545 -0.012070812 -0.007083545
##                                     120          121           122          123
## (Intercept)                 0.064471019  0.061569712  0.0731321593  0.061569712
## demo$parents_grad_college1  0.002703563  0.003928384 -0.0004366996  0.003928384
## demo$parents_grad_college2 -0.010095654 -0.013110681 -0.0005711622 -0.013110681
##                                      124          125          126          127
## (Intercept)                 0.0731321593  0.065055337  0.120770091  0.094836598
## demo$parents_grad_college1 -0.0004366996  0.001694287 -0.003166237  0.003034761
## demo$parents_grad_college2 -0.0005711622 -0.004998154  0.005095362 -0.011838978
##                                     128          129           130          131
## (Intercept)                 0.094500659  0.137034459  0.0731321593  0.289362350
## demo$parents_grad_college1 -0.002662919 -0.002069867 -0.0004366996 -0.004711484
## demo$parents_grad_college2  0.004063436  0.002824976 -0.0005711622  0.008161474
##                                      132          133           134
## (Intercept)                 0.0731321593  0.083669895  0.0731321593
## demo$parents_grad_college1 -0.0004366996  0.002225097 -0.0004366996
## demo$parents_grad_college2 -0.0005711622 -0.009155900 -0.0005711622
##                                     135           136          137          138
## (Intercept)                 0.061569712  0.0603830448  0.061569712  0.061294802
## demo$parents_grad_college1  0.003928384  0.0008421479  0.003928384  0.001923731
## demo$parents_grad_college2 -0.013110681 -0.0058814172 -0.013110681 -0.007083545
##                                     139          140          141          142
## (Intercept)                 0.077708188  0.061569712  0.120770091  0.061294802
## demo$parents_grad_college1  0.001866837  0.003928384 -0.003166237  0.001923731
## demo$parents_grad_college2 -0.008078558 -0.013110681  0.005095362 -0.007083545
##                                     143          144           145          146
## (Intercept)                 0.061569712  0.064471019  0.0824893046  0.082419401
## demo$parents_grad_college1  0.003928384  0.002703563 -0.0001030726  0.002079122
## demo$parents_grad_college2 -0.013110681 -0.010095654 -0.0036783075 -0.010198194
##                                      147          148          149          150
## (Intercept)                 0.0603830448  0.061569712  0.064159558 0.0912777052
## demo$parents_grad_college1  0.0008421479  0.003928384  0.000583065 0.0003685929
## demo$parents_grad_college2 -0.0058814172 -0.013110681 -0.003717731 0.0003419446
##                                     151          152           153          154
## (Intercept)                 0.065294674  0.061569712  8.103052e-02  0.119390908
## demo$parents_grad_college1  0.003744895  0.003928384 -9.063869e-05 -0.004400053
## demo$parents_grad_college2 -0.011204191 -0.013110681 -2.928883e-03  0.006474545
##                                     155          156          157          158
## (Intercept)                 0.061294802  0.061569712  0.061569712  0.073291372
## demo$parents_grad_college1  0.001923731  0.003928384  0.003928384  0.001752669
## demo$parents_grad_college2 -0.007083545 -0.013110681 -0.013110681 -0.007167727
##                                     159          160           161
## (Intercept)                 0.135451486  0.110449411  0.0603830448
## demo$parents_grad_college1  0.002153092  0.001933258  0.0008421479
## demo$parents_grad_college2 -0.002944993 -0.006467123 -0.0058814172
##                                      162          163           164
## (Intercept)                 0.0731321593  0.060726513  0.0984841841
## demo$parents_grad_college1 -0.0004366996  0.002913601 -0.0004900081
## demo$parents_grad_college2 -0.0005711622 -0.012070812 -0.0007140493
##                                     165          166          167           168
## (Intercept)                 0.061569712  0.061294802  0.064471019  0.0731321593
## demo$parents_grad_college1  0.003928384  0.001923731  0.002703563 -0.0004366996
## demo$parents_grad_college2 -0.013110681 -0.007083545 -0.010095654 -0.0005711622
##                                      169           170          171
## (Intercept)                 8.103052e-02  8.103052e-02  0.061569712
## demo$parents_grad_college1 -9.063869e-05 -9.063869e-05  0.003928384
## demo$parents_grad_college2 -2.928883e-03 -2.928883e-03 -0.013110681
##                                     172          173           174
## (Intercept)                 0.077708188  0.061294802  0.0691113396
## demo$parents_grad_college1  0.001866837  0.001923731 -0.0001507946
## demo$parents_grad_college2 -0.008078558 -0.007083545 -0.0028555588
##                                      175           176           177
## (Intercept)                 0.0848399164  0.0603830448  0.0867764270
## demo$parents_grad_college1 -0.0015641806  0.0008421479  0.0006374729
## demo$parents_grad_college2  0.0007278375 -0.0058814172 -0.0020130489
##                                     178          179          180           181
## (Intercept)                 0.065055337  0.161697084  0.061294802  0.0731321593
## demo$parents_grad_college1  0.001694287 -0.004527798  0.001923731 -0.0004366996
## demo$parents_grad_college2 -0.004998154  0.007925983 -0.007083545 -0.0005711622
##                                     182           183          184          185
## (Intercept)                 0.161697084  0.0848399164  0.060726513  0.061569712
## demo$parents_grad_college1 -0.004527798 -0.0015641806  0.002913601  0.003928384
## demo$parents_grad_college2  0.007925983  0.0007278375 -0.012070812 -0.013110681
##                                     186          187          188          189
## (Intercept)                 0.061569712  0.064159558  0.109503035  0.089911106
## demo$parents_grad_college1  0.003928384  0.000583065  0.002949244 -0.002315627
## demo$parents_grad_college2 -0.013110681 -0.003717731 -0.012657448  0.001609029
##                                     190           191          192
## (Intercept)                 0.061569712  0.0603830448 0.1667812505
## demo$parents_grad_college1  0.003928384  0.0008421479 0.0001345222
## demo$parents_grad_college2 -0.013110681 -0.0058814172 0.0028418165
##                                      193          194          195
## (Intercept)                 0.0920832177  0.064471019  0.064159558
## demo$parents_grad_college1 -0.0011619572  0.002703563  0.000583065
## demo$parents_grad_college2 -0.0004635679 -0.010095654 -0.003717731
##                                      196           197           198
## (Intercept)                 0.0731321593  0.0698932107  0.0731321593
## demo$parents_grad_college1 -0.0004366996  0.0009772069 -0.0004366996
## demo$parents_grad_college2 -0.0005711622 -0.0041542093 -0.0005711622
##                                      199           200          201
## (Intercept)                 0.1179659332  0.0920832177  0.061294802
## demo$parents_grad_college1 -0.0021893621 -0.0011619572  0.001923731
## demo$parents_grad_college2  0.0007566632 -0.0004635679 -0.007083545
##                                     202           203          204          205
## (Intercept)                 0.061294802  0.0731321593  0.126451582  0.099166152
## demo$parents_grad_college1  0.001923731 -0.0004366996  0.002745088  0.002843747
## demo$parents_grad_college2 -0.007083545 -0.0005711622 -0.011692491 -0.009996619
##                                      206          207          208          209
## (Intercept)                 0.0731321593  0.061294802  0.061569712  0.061569712
## demo$parents_grad_college1 -0.0004366996  0.001923731  0.003928384  0.003928384
## demo$parents_grad_college2 -0.0005711622 -0.007083545 -0.013110681 -0.013110681
##                                     210          211          212          213
## (Intercept)                 0.094500659  0.065055337  0.061294802  0.094500659
## demo$parents_grad_college1 -0.002662919  0.001694287  0.001923731 -0.002662919
## demo$parents_grad_college2  0.004063436 -0.004998154 -0.007083545  0.004063436
##                                      214          215          216          217
## (Intercept)                 0.0731321593  0.061294802  0.069308892 0.1667812505
## demo$parents_grad_college1 -0.0004366996  0.001923731  0.001986483 0.0001345222
## demo$parents_grad_college2 -0.0005711622 -0.007083545 -0.009251709 0.0028418165
##                                     218          219          220           221
## (Intercept)                 0.109399994  0.109503035  0.061569712  0.1626726394
## demo$parents_grad_college1  0.003020295  0.002949244  0.003928384  0.0004597978
## demo$parents_grad_college2 -0.005272527 -0.012657448 -0.013110681 -0.0006253299
##                                     222           223          224          225
## (Intercept)                 0.081655667  0.0691113396  0.061294802  0.100409891
## demo$parents_grad_college1  0.003534453 -0.0001507946  0.001923731  0.002918530
## demo$parents_grad_college2 -0.009434461 -0.0028555588 -0.007083545 -0.009534941
##                                      226          227          228
## (Intercept)                 0.0691113396  0.061294802 0.0912777052
## demo$parents_grad_college1 -0.0001507946  0.001923731 0.0003685929
## demo$parents_grad_college2 -0.0028555588 -0.007083545 0.0003419446
##                                      229           230          231
## (Intercept)                 0.1111177927  0.0731321593  0.061569712
## demo$parents_grad_college1 -0.0003503056 -0.0004366996  0.003928384
## demo$parents_grad_college2  0.0004619466 -0.0005711622 -0.013110681
##                                     232          233          234          235
## (Intercept)                 0.134199754  0.064471019  0.113605967  0.061569712
## demo$parents_grad_college1  0.004417223  0.002703563 -0.001893354  0.003928384
## demo$parents_grad_college2 -0.009943506 -0.010095654  0.005116630 -0.013110681
##                                     236          237          238           239
## (Intercept)                 0.161697084  0.109503035  0.064471019  0.1008757733
## demo$parents_grad_college1 -0.004527798  0.002949244  0.002703563  0.0007097114
## demo$parents_grad_college2  0.007925983 -0.012657448 -0.010095654 -0.0028458670
##                                      240           241           242
## (Intercept)                 0.1111177927  0.0731321593  0.0731321593
## demo$parents_grad_college1 -0.0003503056 -0.0004366996 -0.0004366996
## demo$parents_grad_college2  0.0004619466 -0.0005711622 -0.0005711622
##                                     243           244         245          246
## (Intercept)                 0.126451582  0.0603830448  0.15176453  0.064159558
## demo$parents_grad_college1  0.002745088  0.0008421479  0.00223176  0.000583065
## demo$parents_grad_college2 -0.011692491 -0.0058814172 -0.00514834 -0.003717731
##                                      247          248          249          250
## (Intercept)                 0.0698932107  0.077600559  0.061294802  0.061569712
## demo$parents_grad_college1  0.0009772069  0.003830059  0.001923731  0.003928384
## demo$parents_grad_college2 -0.0041542093 -0.013953735 -0.007083545 -0.013110681
##                                     251          252           253          254
## (Intercept)                 0.110511548  0.061569712  0.0738926260  0.126451582
## demo$parents_grad_college1  0.004172758  0.003928384  0.0007232524  0.002745088
## demo$parents_grad_college2 -0.013665961 -0.013110681 -0.0019550270 -0.011692491
##                                      255          256          257          258
## (Intercept)                 0.0824893046  0.328208935  0.061569712  0.091052746
## demo$parents_grad_college1 -0.0001030726 -0.004214431  0.003928384  0.002584903
## demo$parents_grad_college2 -0.0036783075  0.008301881 -0.013110681 -0.006427795
##                                      259          260          261          262
## (Intercept)                 0.0731321593  0.061569712  0.060726513 0.0912777052
## demo$parents_grad_college1 -0.0004366996  0.003928384  0.002913601 0.0003685929
## demo$parents_grad_college2 -0.0005711622 -0.013110681 -0.012070812 0.0003419446
##                                      263           264           265
## (Intercept)                 0.1111177927  0.1052289519  0.1052289519
## demo$parents_grad_college1 -0.0003503056 -0.0004998427 -0.0004998427
## demo$parents_grad_college2  0.0004619466 -0.0021243827 -0.0021243827
##                                     266           267          268          269
## (Intercept)                 0.061569712  0.0603830448  0.061569712  0.083020655
## demo$parents_grad_college1  0.003928384  0.0008421479  0.003928384  0.001049706
## demo$parents_grad_college2 -0.013110681 -0.0058814172 -0.013110681 -0.004985495
##                                      270           271          272
## (Intercept)                 0.0691113396  0.0603830448  0.135451486
## demo$parents_grad_college1 -0.0001507946  0.0008421479  0.002153092
## demo$parents_grad_college2 -0.0028555588 -0.0058814172 -0.002944993
##                                     273           274          275         276
## (Intercept)                 0.112441301  0.0731321593  0.113605967  0.09586436
## demo$parents_grad_college1  0.002828314 -0.0004366996 -0.001893354  0.00428155
## demo$parents_grad_college2 -0.010878733 -0.0005711622  0.005116630 -0.01286674
##                                      277          278          279          280
## (Intercept)                 0.1179659332  0.113605967  0.081705238 0.0912777052
## demo$parents_grad_college1 -0.0021893621 -0.001893354  0.001388919 0.0003685929
## demo$parents_grad_college2  0.0007566632  0.005116630 -0.002894241 0.0003419446
##                                     281          282           283          284
## (Intercept)                 0.061569712  0.061569712  0.0731321593 0.1380146491
## demo$parents_grad_college1  0.003928384  0.003928384 -0.0004366996 0.0005655324
## demo$parents_grad_college2 -0.013110681 -0.013110681 -0.0005711622 0.0018447858
##                                      285          286           287
## (Intercept)                 0.0603830448  0.109503035  0.0824893046
## demo$parents_grad_college1  0.0008421479  0.002949244 -0.0001030726
## demo$parents_grad_college2 -0.0058814172 -0.012657448 -0.0036783075
##                                     288          289          290          291
## (Intercept)                 0.094912659  0.092869522  0.060726513  0.061569712
## demo$parents_grad_college1  0.002361685  0.004404822  0.002913601  0.003928384
## demo$parents_grad_college2 -0.011915039 -0.014679595 -0.012070812 -0.013110681
##                                     292          293          294          295
## (Intercept)                 0.114117564  0.064471019  0.060726513 0.0912777052
## demo$parents_grad_college1 -0.003998530  0.002703563  0.002913601 0.0003685929
## demo$parents_grad_college2  0.003898792 -0.010095654 -0.012070812 0.0003419446
##                                      296          297           298
## (Intercept)                 0.0603830448  0.061569712  0.0731321593
## demo$parents_grad_college1  0.0008421479  0.003928384 -0.0004366996
## demo$parents_grad_college2 -0.0058814172 -0.013110681 -0.0005711622
##                                     299          300          301          302
## (Intercept)                 0.080654186  0.061569712  0.065055337  0.092869522
## demo$parents_grad_college1  0.003704353  0.003928384  0.001694287  0.004404822
## demo$parents_grad_college2 -0.012105401 -0.013110681 -0.004998154 -0.014679595
##                                      303          304           305
## (Intercept)                 0.1108946102  0.061569712  0.0603830448
## demo$parents_grad_college1 -0.0009670178  0.003928384  0.0008421479
## demo$parents_grad_college2  0.0001773014 -0.013110681 -0.0058814172
##                                     306          307          308          309
## (Intercept)                 0.061294802  0.169501578  0.213536054  0.061569712
## demo$parents_grad_college1  0.001923731 -0.006172836  0.002579297  0.003928384
## demo$parents_grad_college2 -0.007083545  0.007697247 -0.005401933 -0.013110681
##                                      310          311          312
## (Intercept)                 0.0603830448  0.077523065  0.061569712
## demo$parents_grad_college1  0.0008421479  0.004516751  0.003928384
## demo$parents_grad_college2 -0.0058814172 -0.013876241 -0.013110681
## 
## $f.perms
##                 [,1]
##    [1,]  0.812346962
##    [2,]  1.133214987
##    [3,]  0.230350704
##    [4,]  0.379944486
##    [5,]  0.834605269
##    [6,]  1.650888382
##    [7,]  0.638149111
##    [8,]  0.347299206
##    [9,]  1.126474018
##   [10,]  0.088804267
##   [11,]  1.843519680
##   [12,]  1.413971097
##   [13,]  0.462724642
##   [14,]  1.339871743
##   [15,]  1.040758318
##   [16,]  0.296929122
##   [17,]  0.180985827
##   [18,]  0.409722383
##   [19,]  0.264430740
##   [20,]  0.349721027
##   [21,]  1.185733185
##   [22,]  0.550373067
##   [23,]  1.108978774
##   [24,]  0.470843052
##   [25,]  0.598069298
##   [26,]  1.594034307
##   [27,]  0.747889261
##   [28,] -0.007292375
##   [29,]  0.087434446
##   [30,]  0.477791566
##   [31,]  0.953326063
##   [32,]  0.776470790
##   [33,]  0.481198427
##   [34,]  2.032172231
##   [35,]  0.849494530
##   [36,]  0.868016192
##   [37,]  0.653025800
##   [38,]  0.629465326
##   [39,]  0.474898668
##   [40,]  1.323957360
##   [41,]  1.222662506
##   [42,]  0.550717056
##   [43,]  0.094986207
##   [44,]  0.597697967
##   [45,]  1.626208279
##   [46,]  0.313205714
##   [47,]  1.472047936
##   [48,]  0.368467963
##   [49,]  0.720042433
##   [50,]  0.514636999
##   [51,]  1.394218065
##   [52,]  0.430077633
##   [53,]  0.522561337
##   [54,]  1.547093248
##   [55,]  2.446531463
##   [56,] -0.015069963
##   [57,]  0.907724194
##   [58,]  1.045678115
##   [59,]  0.466479191
##   [60,]  0.850075470
##   [61,]  7.097163804
##   [62,]  0.494998914
##   [63,]  1.141843449
##   [64,]  0.264539946
##   [65,]  0.213650588
##   [66,]  1.136934504
##   [67,]  0.779566976
##   [68,]  0.309517521
##   [69,]  0.380040429
##   [70,]  1.537346051
##   [71,]  0.496548786
##   [72,]  0.239643416
##   [73,]  0.678650692
##   [74,]  1.054722536
##   [75,]  0.190777790
##   [76,]  0.799720701
##   [77,]  0.774427366
##   [78,]  0.922006606
##   [79,]  0.855680934
##   [80,]  1.485796374
##   [81,]  0.506044807
##   [82,]  2.158820407
##   [83,]  0.208754085
##   [84,]  1.444212810
##   [85,]  0.638869821
##   [86,]  0.402156702
##   [87,]  0.994075517
##   [88,]  0.198902989
##   [89,]  0.126138593
##   [90,]  0.604511613
##   [91,]  0.645660559
##   [92,]  0.021321345
##   [93,]  0.923111807
##   [94,]  0.758785638
##   [95,]  0.389739352
##   [96,]  0.620373459
##   [97,]  0.260512931
##   [98,]  0.200717497
##   [99,]  0.176922559
##  [100,]  0.513803364
##  [101,]  1.928842785
##  [102,]  0.459540109
##  [103,]  1.107807600
##  [104,]  1.129541828
##  [105,]  0.291552490
##  [106,]  0.761133949
##  [107,]  0.764863149
##  [108,]  0.960662339
##  [109,]  7.523902058
##  [110,]  0.525956527
##  [111,]  1.147447388
##  [112,]  1.695722782
##  [113,]  1.129943887
##  [114,]  1.385027183
##  [115,]  0.510422643
##  [116,]  0.313663603
##  [117,]  8.249854295
##  [118,]  0.846509762
##  [119,]  0.385368556
##  [120,]  0.237987527
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##  [883,]  0.394490728
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##  [888,]  1.633586442
##  [889,]  0.204507360
##  [890,]  0.772519736
##  [891,]  1.748264464
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##  [893,]  1.122738435
##  [894,]  0.296424878
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##  [900,]  0.860978667
##  [901,]  1.460654925
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##  [904,]  0.599316973
##  [905,]  0.393517317
##  [906,]  0.529804349
##  [907,]  0.010984989
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##  [911,]  0.617575201
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##  [928,]  0.403493624
##  [929,]  0.416734061
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##  [931,]  1.466403487
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##  [933,]  1.705924926
##  [934,]  1.037320504
##  [935,]  0.277669053
##  [936,]  0.766479324
##  [937,]  1.528433040
##  [938,]  0.222267181
##  [939,]  0.137804836
##  [940,]  0.761956176
##  [941,]  0.495918859
##  [942,]  0.339230982
##  [943,]  0.663316601
##  [944,]  0.919090299
##  [945,]  0.639981777
##  [946,]  0.994217757
##  [947,]  0.264647599
##  [948,]  0.503450957
##  [949,]  0.510385076
##  [950,]  0.282679443
##  [951,]  0.633494129
##  [952,]  0.578997434
##  [953,]  1.193656851
##  [954,]  1.343836012
##  [955,]  1.029742206
##  [956,]  0.203089591
##  [957,]  0.528298458
##  [958,]  1.681398212
##  [959,]  0.526466555
##  [960,]  0.773249888
##  [961,]  0.329898029
##  [962,] -0.029270099
##  [963,]  0.988763802
##  [964,]  0.206298693
##  [965,]  0.135704725
##  [966,]  0.229749796
##  [967,]  0.519381552
##  [968,]  0.483113735
##  [969,]  0.156159805
##  [970,]  7.845574528
##  [971,]  0.482356560
##  [972,]  0.628850172
##  [973,]  0.218272647
##  [974,]  0.459840005
##  [975,]  1.232956331
##  [976,]  0.851608669
##  [977,]  0.492528681
##  [978,]  2.053331245
##  [979,]  0.116159055
##  [980,]  8.454622707
##  [981,]  0.616689337
##  [982,]  1.163187228
##  [983,]  1.308664169
##  [984,]  0.854849782
##  [985,]  0.269063730
##  [986,]  1.545242347
##  [987,]  0.990248287
##  [988,]  1.007603957
##  [989,]  0.279363232
##  [990,]  0.075673323
##  [991,]  0.645331614
##  [992,]  0.201850790
##  [993,]  8.468049728
##  [994,]  0.994871558
##  [995,]  0.490028476
##  [996,]  8.021979987
##  [997,]  0.491518303
##  [998,]  1.295503029
##  [999,]  0.594055992
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
## 4             1                         -1                         -1
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## 149           1                          1                          0
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## 259           1                          1                          0
## 260           1                         -1                         -1
## 261           1                         -1                         -1
## 262           1                         -1                         -1
## 263           1                         -1                         -1
## 264           1                         -1                         -1
## 265           1                         -1                         -1
## 266           1                         -1                         -1
## 267           1                         -1                         -1
## 268           1                         -1                         -1
## 269           1                         -1                         -1
## 270           1                         -1                         -1
## 271           1                          1                          0
## 272           1                          0                          1
## 273           1                         -1                         -1
## 274           1                         -1                         -1
## 275           1                         -1                         -1
## 276           1                         -1                         -1
## 277           1                         -1                         -1
## 278           1                         -1                         -1
## 279           1                         -1                         -1
## 280           1                         -1                         -1
## 281           1                         -1                         -1
## 282           1                         -1                         -1
## 283           1                          1                          0
## 284           1                         -1                         -1
## 285           1                          1                          0
## 286           1                         -1                         -1
## 287           1                          1                          0
## 288           1                          1                          0
## 289           1                          0                          1
## 290           1                         -1                         -1
## 291           1                         -1                         -1
## 292           1                         -1                         -1
## 293           1                          1                          0
## 294           1                         -1                         -1
## 295           1                         -1                         -1
## 296           1                         -1                         -1
## 297           1                         -1                         -1
## 298           1                          1                          0
## 299           1                         -1                         -1
## 300           1                          1                          0
## 301           1                         -1                         -1
## 302           1                          1                          0
## 303           1                         -1                         -1
## 304           1                         -1                         -1
## 305           1                          1                          0
## 306           1                         -1                         -1
## 307           1                         -1                         -1
## 308           1                         -1                         -1
## 309           1                         -1                         -1
## 310           1                         -1                         -1
## 311           1                         -1                         -1
## 312           1                         -1                         -1
## 
## $terms
## per_comm_orient ~ demo$parents_grad_college
## attr(,"variables")
## list(per_comm_orient, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## per_comm_orient                                   0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to First Generation Student status.

Science Community Orientation

Now, Competency in Science:

Well crap, something is broke there. Let’s try running a different form of MDS, giving us a similar analysis in a different way. We can interpret this data similarly to how we did before:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##                            Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$parents_grad_college   2    0.0202 0.010093  0.6886 0.00444  0.501
## Residuals                 309    4.5291 0.014657         0.99556       
## Total                     311    4.5493                  1.00000       
## 
## $call
## adonis(formula = sci_comm_orient ~ demo$parents_grad_college)
## 
## $coefficients
##                            sci_comm_orient1 sci_comm_orient2 sci_comm_orient3
## (Intercept)                      5.19257615       5.42488769       5.41850610
## demo$parents_grad_college1       0.07608057      -0.03682799      -0.04537177
## demo$parents_grad_college2       0.05742385       0.20011231       0.20649390
##                            sci_comm_orient4 sci_comm_orient_ave
## (Intercept)                      5.38766872         5.355909666
## demo$parents_grad_college1       0.01531635         0.002299289
## demo$parents_grad_college2       0.23733128         0.175340334
## 
## $coef.sites
##                                      1           2           3             4
## (Intercept)                 0.08710859  0.10328822  0.08710859  0.2749028863
## demo$parents_grad_college1 -0.01397156 -0.01364457 -0.01397156 -0.0006495541
## demo$parents_grad_college2  0.01429120  0.01729602  0.01429120  0.0079954654
##                                      5           6           7            8
## (Intercept)                 0.08710859  0.08695429  0.12492443  0.077144042
## demo$parents_grad_college1 -0.01397156 -0.01458875 -0.00251854 -0.006395754
## demo$parents_grad_college2  0.01429120  0.01126495 -0.01617166 -0.011441649
##                                       9          10          11           12
## (Intercept)                 0.093462097  0.11425500  0.09635006  0.077144042
## demo$parents_grad_college1 -0.005124482 -0.01059966 -0.01145284 -0.006395754
## demo$parents_grad_college2 -0.012776869  0.01145745  0.01004973 -0.011441649
##                                     13          14           15          16
## (Intercept)                 0.08710859  0.08710859  0.082460274  0.10328822
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.010545477 -0.01364457
## demo$parents_grad_college2  0.01429120  0.01429120  0.006668052  0.01729602
##                                      17           18           19            20
## (Intercept)                 0.077144042  0.082282832  0.077144042  0.0931871141
## demo$parents_grad_college1 -0.006395754 -0.011558787 -0.006395754 -0.0096614142
## demo$parents_grad_college2 -0.011441649  0.006845494 -0.011441649  0.0008192606
##                                      21          22           23           24
## (Intercept)                 0.130713094  0.08710859  0.113720210  0.078743668
## demo$parents_grad_college1 -0.001787851 -0.01397156 -0.008895116 -0.009046010
## demo$parents_grad_college2 -0.012760292  0.01429120  0.011992236 -0.001411576
##                                     25         26          27          28
## (Intercept)                 0.08710859 0.99859353  0.08710859  0.16203108
## demo$parents_grad_college1 -0.01397156 0.00140647 -0.01397156 -0.01146238
## demo$parents_grad_college2  0.01429120 0.00140647  0.01429120  0.02156350
##                                      29          30           31           32
## (Intercept)                 0.077144042  0.12284572  0.077144042  0.075119923
## demo$parents_grad_college1 -0.006395754 -0.01166874 -0.006395754 -0.006163367
## demo$parents_grad_college2 -0.011441649  0.01779246 -0.011441649 -0.009134555
##                                      33           34           35           36
## (Intercept)                 0.243768161  0.075119923  0.077144042  0.093462097
## demo$parents_grad_college1 -0.004260964 -0.006163367 -0.006395754 -0.005124482
## demo$parents_grad_college2  0.012427922 -0.009134555 -0.011441649 -0.012776869
##                                      37           38          39          40
## (Intercept)                 0.075119923  0.077144042  0.10328822  0.08710859
## demo$parents_grad_college1 -0.006163367 -0.006395754 -0.01364457 -0.01397156
## demo$parents_grad_college2 -0.009134555 -0.011441649  0.01729602  0.01429120
##                                      41           42          43           44
## (Intercept)                 0.077144042  0.077144042  0.08695429  0.132365054
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.01458875 -0.008930034
## demo$parents_grad_college2 -0.011441649 -0.011441649  0.01126495  0.013536284
##                                      45            46          47          48
## (Intercept)                 0.214692614  0.2749028863  0.14393339  0.12131810
## demo$parents_grad_college1 -0.007167809 -0.0006495541 -0.01323565 -0.01215027
## demo$parents_grad_college2  0.016110762  0.0079954654  0.01768695  0.01932008
##                                     49          50           51          52
## (Intercept)                 0.08710859  0.08710859  0.077144042  0.08695429
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.006395754 -0.01458875
## demo$parents_grad_college2  0.01429120  0.01429120 -0.011441649  0.01126495
##                                    53           54           55           56
## (Intercept)                 0.1216587  0.077144042  0.141376302  0.077144042
## demo$parents_grad_college1 -0.0138016 -0.006395754 -0.003091432 -0.006395754
## demo$parents_grad_college2  0.0189795 -0.011441649 -0.014914284 -0.011441649
##                                     57          58           59          60
## (Intercept)                 0.16483486  0.14086563  0.075119923  0.11695351
## demo$parents_grad_college1 -0.01057727 -0.01239836 -0.006163367 -0.01451640
## demo$parents_grad_college2  0.01875971  0.02075471 -0.009134555  0.01273469
##                                      61           62          63          64
## (Intercept)                 0.078570636  0.093752848  0.12429647  0.12492443
## demo$parents_grad_college1 -0.010034832 -0.004955991 -0.01296533 -0.00251854
## demo$parents_grad_college2 -0.001238544 -0.013067620  0.01634171 -0.01617166
##                                      65          66           67           68
## (Intercept)                 0.077144042  0.10220259  0.077144042  0.082756060
## demo$parents_grad_college1 -0.006395754 -0.01504446 -0.006395754 -0.012560887
## demo$parents_grad_college2 -0.011441649  0.01349953 -0.011441649  0.006372266
##                                      69           70           71          72
## (Intercept)                 0.077144042  0.077144042  0.077144042  0.08710859
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.006395754 -0.01397156
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.011441649  0.01429120
##                                      73           74           75          76
## (Intercept)                 0.141376302  0.167087612  0.141376302  0.10477640
## demo$parents_grad_college1 -0.003091432 -0.009259047 -0.003091432 -0.01317842
## demo$parents_grad_college2 -0.014914284  0.016506958 -0.014914284  0.01580784
##                                      77           78           79           80
## (Intercept)                 0.077144042  0.077144042  0.126133785  0.077144042
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.004170129 -0.006395754
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.013677314 -0.011441649
##                                      81           82           83          84
## (Intercept)                 0.077144042  0.075119923  0.075119923  0.09635006
## demo$parents_grad_college1 -0.006395754 -0.006163367 -0.006163367 -0.01145284
## demo$parents_grad_college2 -0.011441649 -0.009134555 -0.009134555  0.01004973
##                                      85           86           87           88
## (Intercept)                 0.096532147  0.082282832  0.111280796  0.087544835
## demo$parents_grad_college1 -0.010413805 -0.011558787 -0.006646642 -0.006639404
## demo$parents_grad_college2  0.009867644  0.006845494 -0.006171183 -0.005450838
##                                    89          90           91          92
## (Intercept)                 0.1216587  0.07941836  0.077144042  0.12131810
## demo$parents_grad_college1 -0.0138016 -0.01002660 -0.006395754 -0.01215027
## demo$parents_grad_college2  0.0189795 -0.00473734 -0.011441649  0.01932008
##                                     93           94          95          96
## (Intercept)                 0.08710859  0.097279921  0.08710859  0.08710859
## demo$parents_grad_college1 -0.01397156 -0.009338241 -0.01397156 -0.01397156
## demo$parents_grad_college2  0.01429120  0.009119870  0.01429120  0.01429120
##                                      97           98          99          100
## (Intercept)                 0.077144042  0.082460274  0.10328822  0.187789215
## demo$parents_grad_college1 -0.006395754 -0.010545477 -0.01364457 -0.009091454
## demo$parents_grad_college2 -0.011441649  0.006668052  0.01729602  0.018841143
##                                     101          102          103         104
## (Intercept)                 0.077144042  0.077144042  0.082460274  0.08710859
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.010545477 -0.01397156
## demo$parents_grad_college2 -0.011441649 -0.011441649  0.006668052  0.01429120
##                                     105         106         107          108
## (Intercept)                 0.083137718  0.10477640  0.09687767  0.121618096
## demo$parents_grad_college1 -0.012997212 -0.01317842 -0.01006602 -0.001979469
## demo$parents_grad_college2  0.003083263  0.01580784  0.00621961 -0.014596503
##                                    109         110          111         112
## (Intercept)                 0.07941836  0.09687767  0.077144042  0.08710859
## demo$parents_grad_college1 -0.01002660 -0.01006602 -0.006395754 -0.01397156
## demo$parents_grad_college2 -0.00473734  0.00621961 -0.011441649  0.01429120
##                                    113         114         115         116
## (Intercept)                 0.14243484  0.16203108  0.18697139  0.08710859
## demo$parents_grad_college1 -0.01190042 -0.01146238 -0.01049822 -0.01397156
## demo$parents_grad_college2  0.01918550  0.02156350  0.01965897  0.01429120
##                                     117         118          119         120
## (Intercept)                 0.077144042  0.10405465  0.244925808  0.08710859
## demo$parents_grad_college1 -0.006395754 -0.01253999 -0.002193179 -0.01397156
## demo$parents_grad_college2 -0.011441649  0.01652959  0.011270275  0.01429120
##                                     121         122          123         124
## (Intercept)                 0.077144042  0.08710859  0.077144042  0.18697139
## demo$parents_grad_college1 -0.006395754 -0.01397156 -0.006395754 -0.01049822
## demo$parents_grad_college2 -0.011441649  0.01429120 -0.011441649  0.01965897
##                                     125          126         127         128
## (Intercept)                 0.104434442  0.077144042  0.12492443 0.676258880
## demo$parents_grad_college1 -0.006331754 -0.006395754 -0.00251854 0.002867892
## demo$parents_grad_college2 -0.005550018 -0.011441649 -0.01617166 0.006099458
##                                    129          130           131         132
## (Intercept)                 0.12244471  0.077144042  0.2749028863  0.08710859
## demo$parents_grad_college1 -0.01266638 -0.006395754 -0.0006495541 -0.01397156
## demo$parents_grad_college2  0.01819347 -0.011441649  0.0079954654  0.01429120
##                                     133         134          135          136
## (Intercept)                 0.126133785  0.08710859  0.077144042  0.082460274
## demo$parents_grad_college1 -0.004170129 -0.01397156 -0.006395754 -0.010545477
## demo$parents_grad_college2 -0.013677314  0.01429120 -0.011441649  0.006668052
##                                     137         138          139          140
## (Intercept)                 0.077144042  0.10438675  0.078743668  0.077144042
## demo$parents_grad_college1 -0.006395754 -0.01414777 -0.009046010 -0.006395754
## demo$parents_grad_college2 -0.011441649  0.01619749 -0.001411576 -0.011441649
##                                    141          142          143         144
## (Intercept)                 0.18697139  0.077144042  0.077144042  0.14652974
## demo$parents_grad_college1 -0.01049822 -0.006395754 -0.006395754 -0.01092454
## demo$parents_grad_college2  0.01965897 -0.011441649 -0.011441649  0.01509060
##                                     145          146          147         148
## (Intercept)                 0.082460274  0.077144042  0.075119923 0.676258880
## demo$parents_grad_college1 -0.010545477 -0.006395754 -0.006163367 0.002867892
## demo$parents_grad_college2  0.006668052 -0.011441649 -0.009134555 0.006099458
##                                    149          150          151          152
## (Intercept)                 0.08710859  0.155144460  0.077144042  0.077144042
## demo$parents_grad_college1 -0.01397156 -0.008332597 -0.006395754 -0.006395754
## demo$parents_grad_college2  0.01429120  0.011881286 -0.011441649 -0.011441649
##                                    153          154         155          156
## (Intercept)                 0.14393339  0.092206220  0.10328822  0.077144042
## demo$parents_grad_college1 -0.01323565 -0.007036054 -0.01364457 -0.006395754
## demo$parents_grad_college2  0.01768695  0.001800155  0.01729602 -0.011441649
##                                     157          158          159          160
## (Intercept)                 0.077144042  0.145926795  0.092206220  0.109532697
## demo$parents_grad_college1 -0.006395754 -0.009720063 -0.007036054 -0.003911191
## demo$parents_grad_college2 -0.011441649  0.015693545  0.001800155 -0.014511105
##                                    161         162          163          164
## (Intercept)                 0.08710859  0.08710859  0.075119923  0.280948565
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.006163367 -0.001366512
## demo$parents_grad_college2  0.01429120  0.01429120 -0.009134555  0.010283120
##                                    165          166         167          168
## (Intercept)                 0.08710859  0.079587195  0.10187855  0.244925808
## demo$parents_grad_college1 -0.01397156 -0.009061111 -0.01347799 -0.002193179
## demo$parents_grad_college2  0.01429120 -0.004906175  0.01382357  0.011270275
##                                    169          170          171          172
## (Intercept)                 0.08710859  0.077144042  0.077144042  0.093372157
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.006395754 -0.006451186
## demo$parents_grad_college2  0.01429120 -0.011441649 -0.011441649 -0.006659125
##                                    173          174         175         176
## (Intercept)                 0.21552475  0.075119923  0.19484314  0.08695429
## demo$parents_grad_college1 -0.00570376 -0.006163367 -0.01130657 -0.01458875
## demo$parents_grad_college2  0.01527863 -0.009134555  0.01919463  0.01126495
##                                    177          178         179           180
## (Intercept)                 0.16203108  0.096532147  0.16203108  0.0782819217
## demo$parents_grad_college1 -0.01146238 -0.010413805 -0.01146238 -0.0080668064
## demo$parents_grad_college2  0.02156350  0.009867644  0.02156350 -0.0009498295
##                                     181         182          183          184
## (Intercept)                 0.077144042  0.16203108  0.075119923  0.075119923
## demo$parents_grad_college1 -0.006395754 -0.01146238 -0.006163367 -0.006163367
## demo$parents_grad_college2 -0.011441649  0.02156350 -0.009134555 -0.009134555
##                                     185          186          187          188
## (Intercept)                 0.077144042  0.077144042  0.082756060  0.126498425
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.012560887 -0.004092535
## demo$parents_grad_college2 -0.011441649 -0.011441649  0.006372266 -0.014041953
##                                     189          190         191         192
## (Intercept)                 0.077144042  0.077144042  0.12131810  0.09635006
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.01215027 -0.01145284
## demo$parents_grad_college2 -0.011441649 -0.011441649  0.01932008  0.01004973
##                                    193          194         195         196
## (Intercept)                 0.08710859  0.079136385  0.08710859  0.08710859
## demo$parents_grad_college1 -0.01397156 -0.008103780 -0.01397156 -0.01397156
## demo$parents_grad_college2  0.01429120 -0.004455365  0.01429120  0.01429120
##                                     197          198         199         200
## (Intercept)                 0.087544835  0.192992777  0.10405465  0.10405465
## demo$parents_grad_college1 -0.006639404 -0.006806759 -0.01253999 -0.01253999
## demo$parents_grad_college2 -0.005450838  0.013637581  0.01652959  0.01652959
##                                     201          202          203          204
## (Intercept)                 0.077144042  0.077144042  0.077144042  0.077144042
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.006395754 -0.006395754
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.011441649 -0.011441649
##                                     205         206          207          208
## (Intercept)                 0.105884536  0.08710859  0.083137718  0.082282832
## demo$parents_grad_college1 -0.003239971 -0.01397156 -0.012997212 -0.011558787
## demo$parents_grad_college2 -0.012954410  0.01429120  0.003083263  0.006845494
##                                     209          210         211          212
## (Intercept)                 0.077144042  0.082282832  0.08710859  0.078570636
## demo$parents_grad_college1 -0.006395754 -0.011558787 -0.01397156 -0.010034832
## demo$parents_grad_college2 -0.011441649  0.006845494  0.01429120 -0.001238544
##                                    213          214          215          216
## (Intercept)                 0.16203108  0.079587195  0.077144042  0.077144042
## demo$parents_grad_college1 -0.01146238 -0.009061111 -0.006395754 -0.006395754
## demo$parents_grad_college2  0.02156350 -0.004906175 -0.011441649 -0.011441649
##                                     217          218          219          220
## (Intercept)                 0.077144042  0.097279921  0.141376302  0.077144042
## demo$parents_grad_college1 -0.006395754 -0.009338241 -0.003091432 -0.006395754
## demo$parents_grad_college2 -0.011441649  0.009119870 -0.014914284 -0.011441649
##                                    221          222          223          224
## (Intercept)                 0.08710859  0.077144042  0.083137718  0.087544835
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.012997212 -0.006639404
## demo$parents_grad_college2  0.01429120 -0.011441649  0.003083263 -0.005450838
##                                      225         226         227         228
## (Intercept)                 0.2749028863  0.12318630  0.08695429  0.08710859
## demo$parents_grad_college1 -0.0006495541 -0.01332006 -0.01458875 -0.01397156
## demo$parents_grad_college2  0.0079954654  0.01745188  0.01126495  0.01429120
##                                    229         230          231          232
## (Intercept)                 0.08710859  0.14243484  0.220903430  0.082849003
## demo$parents_grad_college1 -0.01397156 -0.01190042 -0.003350919 -0.011029186
## demo$parents_grad_college2  0.01429120  0.01918550  0.009899946  0.003371978
##                                     233          234          235         236
## (Intercept)                 0.077144042  0.077144042  0.082756060  0.16203108
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.012560887 -0.01146238
## demo$parents_grad_college2 -0.011441649 -0.011441649  0.006372266  0.02156350
##                                     237         238          239          240
## (Intercept)                 0.126218735  0.14653775  0.079136385  0.097097839
## demo$parents_grad_college1 -0.004255078 -0.01093254 -0.008103780 -0.010377280
## demo$parents_grad_college2 -0.013762263  0.01508259 -0.004455365  0.009301952
##                                    241         242          243          244
## (Intercept)                 0.08710859  0.08710859  0.141376302  0.077144042
## demo$parents_grad_college1 -0.01397156 -0.01397156 -0.003091432 -0.006395754
## demo$parents_grad_college2  0.01429120  0.01429120 -0.014914284 -0.011441649
##                                    245          246          247          248
## (Intercept)                 0.12429647  0.137135988  0.097097839  0.093462097
## demo$parents_grad_college1 -0.01296533 -0.006858362 -0.010377280 -0.005124482
## demo$parents_grad_college2  0.01634171  0.008765351  0.009301952 -0.012776869
##                                    249          250          251          252
## (Intercept)                 0.08710859  0.077144042  0.141376302  0.077144042
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.003091432 -0.006395754
## demo$parents_grad_college2  0.01429120 -0.011441649 -0.014914284 -0.011441649
##                                    253          254         255          256
## (Intercept)                 0.10328822  0.141376302  0.08710859  0.188068967
## demo$parents_grad_college1 -0.01364457 -0.003091432 -0.01397156 -0.008575186
## demo$parents_grad_college2  0.01729602 -0.014914284  0.01429120  0.018561391
##                                     257           258         259           260
## (Intercept)                 0.077144042  0.2749028863  0.08710859  0.2749028863
## demo$parents_grad_college1 -0.006395754 -0.0006495541 -0.01397156 -0.0006495541
## demo$parents_grad_college2 -0.011441649  0.0079954654  0.01429120  0.0079954654
##                                     261          262          263          264
## (Intercept)                 0.078570636  0.244925808  0.244925808  0.077144042
## demo$parents_grad_college1 -0.010034832 -0.002193179 -0.002193179 -0.006395754
## demo$parents_grad_college2 -0.001238544  0.011270275  0.011270275 -0.011441649
##                                     265          266         267          268
## (Intercept)                 0.077144042  0.077144042  0.08710859  0.077144042
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.01397156 -0.006395754
## demo$parents_grad_college2 -0.011441649 -0.011441649  0.01429120 -0.011441649
##                                     269          270          271           272
## (Intercept)                 0.109335813  0.096835360  0.075119923  0.2749028863
## demo$parents_grad_college1 -0.007593518 -0.012478940 -0.006163367 -0.0006495541
## demo$parents_grad_college2  0.002063978  0.009564431 -0.009134555  0.0079954654
##                                     273         274          275          276
## (Intercept)                 0.077144042  0.12131810  0.075119923  0.077144042
## demo$parents_grad_college1 -0.006395754 -0.01215027 -0.006163367 -0.006395754
## demo$parents_grad_college2 -0.011441649  0.01932008 -0.009134555 -0.011441649
##                                     277         278          279        280
## (Intercept)                 0.191323643  0.12205969  0.214682958  0.1216587
## demo$parents_grad_college1 -0.009451807 -0.01280396 -0.007158153 -0.0138016
## demo$parents_grad_college2  0.015306715  0.01857849  0.016120418  0.0189795
##                                     281          282           283          284
## (Intercept)                 0.077144042  0.077144042  0.0782819217  0.082282832
## demo$parents_grad_college1 -0.006395754 -0.006395754 -0.0080668064 -0.011558787
## demo$parents_grad_college2 -0.011441649 -0.011441649 -0.0009498295  0.006845494
##                                     285          286           287          288
## (Intercept)                 0.078743668  0.141376302  0.0782819217  0.111049920
## demo$parents_grad_college1 -0.009046010 -0.003091432 -0.0080668064 -0.005428413
## demo$parents_grad_college2 -0.001411576 -0.014914284 -0.0009498295 -0.012254742
##                                    289          290          291          292
## (Intercept)                 0.12492443  0.077144042  0.077144042  0.082460274
## demo$parents_grad_college1 -0.00251854 -0.006395754 -0.006395754 -0.010545477
## demo$parents_grad_college2 -0.01617166 -0.011441649 -0.011441649  0.006668052
##                                     293         294         295         296
## (Intercept)                 0.079587195  0.10405465  0.08267597  0.08710859
## demo$parents_grad_college1 -0.009061111 -0.01253999 -0.01201801 -0.01397156
## demo$parents_grad_college2 -0.004906175  0.01652959  0.00354501  0.01429120
##                                     297         298          299          300
## (Intercept)                 0.141376302  0.08267597  0.093462097  0.077144042
## demo$parents_grad_college1 -0.003091432 -0.01201801 -0.005124482 -0.006395754
## demo$parents_grad_college2 -0.014914284  0.00354501 -0.012776869 -0.011441649
##                                    301          302         303          304
## (Intercept)                 0.08710859  0.077144042  0.12284572  0.097603963
## demo$parents_grad_college1 -0.01397156 -0.006395754 -0.01166874 -0.010904720
## demo$parents_grad_college2  0.01429120 -0.011441649  0.01779246  0.008795828
##                                     305          306          307          308
## (Intercept)                 0.109639026  0.075119923  0.214402720  0.218516903
## demo$parents_grad_college1 -0.009658653 -0.006163367 -0.007701384 -0.004763798
## demo$parents_grad_college2  0.001760765 -0.009134555  0.016400656  0.012286473
##                                   309         310          311          312
## (Intercept)                 0.1216587  0.10477640  0.077144042  0.214182134
## demo$parents_grad_college1 -0.0138016 -0.01317842 -0.006395754 -0.005191253
## demo$parents_grad_college2  0.0189795  0.01580784 -0.011441649  0.008688825
## 
## $f.perms
##               [,1]
##    [1,] 0.59144325
##    [2,] 0.61959766
##    [3,] 0.30893795
##    [4,] 1.74492085
##    [5,] 1.04370692
##    [6,] 0.42488463
##    [7,] 0.23247209
##    [8,] 0.29501472
##    [9,] 0.60002634
##   [10,] 1.19775200
##   [11,] 1.82900942
##   [12,] 0.34290091
##   [13,] 2.76621040
##   [14,] 1.16093223
##   [15,] 0.85484095
##   [16,] 0.81307658
##   [17,] 0.42350046
##   [18,] 1.05743269
##   [19,] 1.08493077
##   [20,] 0.38423427
##   [21,] 0.20077021
##   [22,] 0.11176006
##   [23,] 0.34200358
##   [24,] 0.92885049
##   [25,] 0.99480364
##   [26,] 0.36300903
##   [27,] 0.68297616
##   [28,] 0.55201609
##   [29,] 1.06873513
##   [30,] 2.38882561
##   [31,] 1.63856404
##   [32,] 0.67651766
##   [33,] 0.93910116
##   [34,] 2.06565785
##   [35,] 0.72351387
##   [36,] 2.02777571
##   [37,] 0.24231667
##   [38,] 0.34460684
##   [39,] 1.51465326
##   [40,] 0.60013421
##   [41,] 0.71107928
##   [42,] 0.91213658
##   [43,] 1.11341063
##   [44,] 1.45443539
##   [45,] 5.03204563
##   [46,] 0.65166142
##   [47,] 0.81646582
##   [48,] 0.25380988
##   [49,] 0.74487698
##   [50,] 0.90687062
##   [51,] 0.81320129
##   [52,] 0.53717258
##   [53,] 0.36060522
##   [54,] 2.01774979
##   [55,] 2.92479642
##   [56,] 0.67718115
##   [57,] 0.31188834
##   [58,] 0.76080868
##   [59,] 0.92403485
##   [60,] 0.31385859
##   [61,] 4.40186367
##   [62,] 0.34711600
##   [63,] 0.59572992
##   [64,] 1.31356452
##   [65,] 1.62869081
##   [66,] 3.00346085
##   [67,] 1.62718112
##   [68,] 0.07486339
##   [69,] 0.29700814
##   [70,] 0.24166496
##   [71,] 0.62612157
##   [72,] 0.13302815
##   [73,] 0.53884976
##   [74,] 0.47278095
##   [75,] 0.52384116
##   [76,] 2.50764177
##   [77,] 2.17264289
##   [78,] 0.37461769
##   [79,] 3.05203121
##   [80,] 1.08045179
##   [81,] 0.24026012
##   [82,] 0.87942890
##   [83,] 1.86264930
##   [84,] 0.89920615
##   [85,] 0.22489174
##   [86,] 1.26271733
##   [87,] 0.76951960
##   [88,] 0.21348113
##   [89,] 0.46579663
##   [90,] 1.40567249
##   [91,] 0.32333391
##   [92,] 0.22585328
##   [93,] 0.54281825
##   [94,] 0.97323373
##   [95,] 0.72620716
##   [96,] 0.31540854
##   [97,] 0.58188856
##   [98,] 0.62887951
##   [99,] 1.21588230
##  [100,] 0.81450842
##  [101,] 1.36774086
##  [102,] 0.19145674
##  [103,] 0.89629521
##  [104,] 0.87672895
##  [105,] 0.20751577
##  [106,] 0.83370972
##  [107,] 0.97423184
##  [108,] 3.28976508
##  [109,] 4.56822686
##  [110,] 2.52818110
##  [111,] 0.40211468
##  [112,] 1.31809277
##  [113,] 1.53845489
##  [114,] 0.80529452
##  [115,] 0.91639000
##  [116,] 0.30007485
##  [117,] 4.56820649
##  [118,] 0.53055033
##  [119,] 0.74884460
##  [120,] 0.33808738
##  [121,] 0.69337588
##  [122,] 0.71243812
##  [123,] 1.82624016
##  [124,] 0.56158091
##  [125,] 1.62963927
##  [126,] 0.99667127
##  [127,] 0.33999428
##  [128,] 1.24338939
##  [129,] 4.27408061
##  [130,] 0.75433380
##  [131,] 1.00402348
##  [132,] 1.49335813
##  [133,] 0.81143735
##  [134,] 0.58727460
##  [135,] 0.61629481
##  [136,] 2.73027975
##  [137,] 0.61772334
##  [138,] 0.43680849
##  [139,] 0.24979647
##  [140,] 6.03040936
##  [141,] 0.10390196
##  [142,] 0.48935671
##  [143,] 0.83516744
##  [144,] 0.94634706
##  [145,] 0.53578646
##  [146,] 1.05507179
##  [147,] 1.80479658
##  [148,] 0.14794200
##  [149,] 0.45568230
##  [150,] 0.33157505
##  [151,] 0.62637485
##  [152,] 1.55968900
##  [153,] 0.57469232
##  [154,] 0.28817464
##  [155,] 1.03929466
##  [156,] 0.53621915
##  [157,] 0.81631776
##  [158,] 0.30691554
##  [159,] 0.19009620
##  [160,] 1.04365110
##  [161,] 0.82283381
##  [162,] 0.28855673
##  [163,] 0.42581651
##  [164,] 0.30062442
##  [165,] 0.61586257
##  [166,] 0.89485094
##  [167,] 0.41145599
##  [168,] 0.47541348
##  [169,] 1.55585056
##  [170,] 0.16505837
##  [171,] 1.05476933
##  [172,] 2.00857587
##  [173,] 1.02900370
##  [174,] 0.33317216
##  [175,] 1.92143239
##  [176,] 0.39474568
##  [177,] 0.59311701
##  [178,] 4.19861625
##  [179,] 0.54000669
##  [180,] 0.40908761
##  [181,] 0.94904809
##  [182,] 0.31421950
##  [183,] 5.96277240
##  [184,] 0.52181565
##  [185,] 0.74983157
##  [186,] 0.52870581
##  [187,] 1.78481631
##  [188,] 0.54476351
##  [189,] 1.33343047
##  [190,] 0.36070066
##  [191,] 0.27493922
##  [192,] 0.18215961
##  [193,] 0.74410650
##  [194,] 0.63207062
##  [195,] 0.93100153
##  [196,] 0.74578220
##  [197,] 2.19384699
##  [198,] 0.44722270
##  [199,] 1.07451373
##  [200,] 0.95651752
##  [201,] 0.22566833
##  [202,] 2.00829750
##  [203,] 1.28435421
##  [204,] 1.29172325
##  [205,] 0.46185141
##  [206,] 2.57590035
##  [207,] 0.62142138
##  [208,] 0.35462540
##  [209,] 0.39179348
##  [210,] 1.02613990
##  [211,] 0.29928104
##  [212,] 0.54593239
##  [213,] 0.74656443
##  [214,] 0.90911395
##  [215,] 0.45585779
##  [216,] 1.80779756
##  [217,] 0.63069657
##  [218,] 0.49779019
##  [219,] 2.09638504
##  [220,] 0.38968227
##  [221,] 0.13787172
##  [222,] 1.99450262
##  [223,] 1.10108209
##  [224,] 0.37923655
##  [225,] 0.76624685
##  [226,] 0.39102982
##  [227,] 0.18692688
##  [228,] 1.17726471
##  [229,] 0.21055954
##  [230,] 0.53189079
##  [231,] 0.70656135
##  [232,] 0.98143747
##  [233,] 0.67884083
##  [234,] 2.71173054
##  [235,] 1.08613129
##  [236,] 0.28193523
##  [237,] 0.10611778
##  [238,] 0.39246815
##  [239,] 0.72533091
##  [240,] 1.08802139
##  [241,] 0.17048315
##  [242,] 1.58607572
##  [243,] 1.13564259
##  [244,] 1.52389363
##  [245,] 2.04561451
##  [246,] 0.33732520
##  [247,] 0.30668354
##  [248,] 0.50301400
##  [249,] 0.47386027
##  [250,] 0.39506384
##  [251,] 1.18509713
##  [252,] 0.85240483
##  [253,] 0.86270952
##  [254,] 4.35378879
##  [255,] 0.42332830
##  [256,] 1.45788233
##  [257,] 0.54252632
##  [258,] 1.26510257
##  [259,] 0.83027798
##  [260,] 1.03868228
##  [261,] 0.36577221
##  [262,] 2.75528535
##  [263,] 2.41710636
##  [264,] 0.52011256
##  [265,] 0.42884417
##  [266,] 0.47934752
##  [267,] 0.18772521
##  [268,] 3.78338437
##  [269,] 1.14813691
##  [270,] 1.02945271
##  [271,] 1.47693343
##  [272,] 1.16631636
##  [273,] 0.68611408
##  [274,] 0.73096646
##  [275,] 1.01594058
##  [276,] 1.44548738
##  [277,] 0.46290714
##  [278,] 1.00326778
##  [279,] 0.31203102
##  [280,] 0.64415845
##  [281,] 0.41835363
##  [282,] 0.51695310
##  [283,] 0.26682983
##  [284,] 0.47449308
##  [285,] 0.30773243
##  [286,] 0.42068398
##  [287,] 0.23832372
##  [288,] 0.89954643
##  [289,] 0.17367100
##  [290,] 0.75828678
##  [291,] 1.27318692
##  [292,] 0.36295907
##  [293,] 0.51014306
##  [294,] 0.78053357
##  [295,] 0.22136520
##  [296,] 0.92131119
##  [297,] 0.93067119
##  [298,] 0.73767311
##  [299,] 2.13662869
##  [300,] 1.96118403
##  [301,] 1.25171158
##  [302,] 1.19162684
##  [303,] 0.37308246
##  [304,] 2.91582502
##  [305,] 0.44030673
##  [306,] 0.71308053
##  [307,] 1.04210985
##  [308,] 0.95361597
##  [309,] 0.16539894
##  [310,] 0.56948848
##  [311,] 0.13331613
##  [312,] 0.59828656
##  [313,] 1.17003143
##  [314,] 0.97929442
##  [315,] 0.54821110
##  [316,] 0.80957030
##  [317,] 0.73135014
##  [318,] 0.76697346
##  [319,] 4.65061319
##  [320,] 0.70800162
##  [321,] 1.88290551
##  [322,] 1.32561752
##  [323,] 0.50660559
##  [324,] 1.43736754
##  [325,] 0.23017134
##  [326,] 0.16033832
##  [327,] 0.24971438
##  [328,] 1.11308451
##  [329,] 0.56098586
##  [330,] 0.65757660
##  [331,] 0.45997770
##  [332,] 0.52575172
##  [333,] 0.43624768
##  [334,] 0.35242985
##  [335,] 1.61630914
##  [336,] 0.20761309
##  [337,] 0.64830133
##  [338,] 0.30559558
##  [339,] 0.24449418
##  [340,] 0.89340451
##  [341,] 1.10441259
##  [342,] 0.17634179
##  [343,] 0.26746973
##  [344,] 0.38005925
##  [345,] 0.05834950
##  [346,] 1.13949439
##  [347,] 0.65290006
##  [348,] 0.67792181
##  [349,] 1.02737332
##  [350,] 0.61157290
##  [351,] 1.48892926
##  [352,] 0.69580378
##  [353,] 1.63326034
##  [354,] 0.64319696
##  [355,] 0.71220291
##  [356,] 0.86130957
##  [357,] 0.68458618
##  [358,] 2.86293840
##  [359,] 0.62800095
##  [360,] 0.50453788
##  [361,] 0.83418390
##  [362,] 1.18138660
##  [363,] 1.46992789
##  [364,] 0.76107774
##  [365,] 0.55253599
##  [366,] 0.92623449
##  [367,] 0.93404868
##  [368,] 0.17818918
##  [369,] 0.63802432
##  [370,] 0.80376842
##  [371,] 1.47394534
##  [372,] 0.63720517
##  [373,] 0.37185456
##  [374,] 1.14196190
##  [375,] 0.47167098
##  [376,] 4.42490888
##  [377,] 0.79382428
##  [378,] 0.22225678
##  [379,] 0.97802778
##  [380,] 0.23736205
##  [381,] 0.57679739
##  [382,] 0.28064056
##  [383,] 1.05888145
##  [384,] 4.51131861
##  [385,] 0.70391239
##  [386,] 0.35902241
##  [387,] 0.49187739
##  [388,] 1.32090791
##  [389,] 0.33097284
##  [390,] 1.20769076
##  [391,] 1.49149734
##  [392,] 0.31614548
##  [393,] 0.34036618
##  [394,] 1.11446072
##  [395,] 4.99217381
##  [396,] 0.35684394
##  [397,] 0.25003631
##  [398,] 1.02714293
##  [399,] 0.94456370
##  [400,] 0.03709484
##  [401,] 1.09581519
##  [402,] 0.92381401
##  [403,] 1.19715302
##  [404,] 4.99564724
##  [405,] 0.79453868
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##  [507,] 5.48291432
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##  [529,] 0.46178173
##  [530,] 1.92416760
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##  [532,] 0.52064835
##  [533,] 1.54462532
##  [534,] 0.15323317
##  [535,] 0.90627542
##  [536,] 0.66773307
##  [537,] 1.75401766
##  [538,] 0.97810560
##  [539,] 0.79307375
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##  [541,] 0.43401254
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##  [543,] 0.72596070
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##  [549,] 0.47380363
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##  [553,] 1.16717513
##  [554,] 0.44542414
##  [555,] 0.27496888
##  [556,] 1.17338188
##  [557,] 5.39848793
##  [558,] 0.34551066
##  [559,] 1.04796079
##  [560,] 0.72904471
##  [561,] 0.38289868
##  [562,] 0.51046144
##  [563,] 1.20441159
##  [564,] 0.33119652
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##  [566,] 0.41374309
##  [567,] 1.14904236
##  [568,] 1.00358703
##  [569,] 0.46406027
##  [570,] 1.04065075
##  [571,] 1.17125356
##  [572,] 1.28735001
##  [573,] 1.48128090
##  [574,] 1.31945716
##  [575,] 1.74489885
##  [576,] 1.66911310
##  [577,] 2.26924356
##  [578,] 1.04547661
##  [579,] 1.04275283
##  [580,] 0.36350703
##  [581,] 0.36525927
##  [582,] 1.52031995
##  [583,] 0.33841925
##  [584,] 0.72036398
##  [585,] 0.92894769
##  [586,] 1.59251171
##  [587,] 0.81772897
##  [588,] 2.73123026
##  [589,] 1.51978703
##  [590,] 0.35552855
##  [591,] 0.58727896
##  [592,] 0.54999938
##  [593,] 0.61583861
##  [594,] 0.32337031
##  [595,] 0.96710476
##  [596,] 0.51172521
##  [597,] 1.26042803
##  [598,] 0.69229546
##  [599,] 1.16070708
##  [600,] 0.60190959
##  [601,] 0.91356426
##  [602,] 0.80487247
##  [603,] 0.50841912
##  [604,] 0.89036579
##  [605,] 5.05475856
##  [606,] 1.52483450
##  [607,] 0.10639024
##  [608,] 0.15928293
##  [609,] 0.18259807
##  [610,] 0.30167843
##  [611,] 2.32603713
##  [612,] 0.47743562
##  [613,] 2.28409378
##  [614,] 1.15560349
##  [615,] 0.23315949
##  [616,] 1.10006460
##  [617,] 0.47927606
##  [618,] 2.49319021
##  [619,] 0.50030835
##  [620,] 0.74929255
##  [621,] 0.20638690
##  [622,] 6.11332897
##  [623,] 1.60040656
##  [624,] 1.41452020
##  [625,] 0.98053223
##  [626,] 0.47447924
##  [627,] 1.50999587
##  [628,] 0.54086740
##  [629,] 0.37943123
##  [630,] 0.77271000
##  [631,] 1.18080194
##  [632,] 1.72747863
##  [633,] 0.19719862
##  [634,] 1.14136516
##  [635,] 2.96625388
##  [636,] 0.26689150
##  [637,] 1.66197572
##  [638,] 0.72426116
##  [639,] 0.52254201
##  [640,] 1.12640741
##  [641,] 0.63631493
##  [642,] 1.10686385
##  [643,] 0.53047183
##  [644,] 0.10879121
##  [645,] 1.00458091
##  [646,] 2.12747285
##  [647,] 2.06470636
##  [648,] 0.43710372
##  [649,] 0.98633701
##  [650,] 0.92527503
##  [651,] 6.35838822
##  [652,] 0.49339827
##  [653,] 0.65953521
##  [654,] 2.00385239
##  [655,] 0.85013302
##  [656,] 0.37097084
##  [657,] 1.36831093
##  [658,] 0.27336779
##  [659,] 1.75537081
##  [660,] 0.42230500
##  [661,] 1.80767725
##  [662,] 0.96078102
##  [663,] 0.78613565
##  [664,] 0.46693002
##  [665,] 1.34068030
##  [666,] 1.88150123
##  [667,] 0.52209123
##  [668,] 0.47752988
##  [669,] 2.02888068
##  [670,] 2.52047110
##  [671,] 0.71603876
##  [672,] 0.38431778
##  [673,] 0.37567793
##  [674,] 0.58268188
##  [675,] 0.41858726
##  [676,] 0.95188143
##  [677,] 0.30920298
##  [678,] 1.85381049
##  [679,] 0.21674230
##  [680,] 1.16573746
##  [681,] 0.58972355
##  [682,] 0.44475607
##  [683,] 0.35078280
##  [684,] 1.50308002
##  [685,] 0.07383586
##  [686,] 1.54758491
##  [687,] 0.76609548
##  [688,] 0.51893398
##  [689,] 1.12796130
##  [690,] 1.11628905
##  [691,] 0.26001527
##  [692,] 0.54606200
##  [693,] 0.59971436
##  [694,] 0.33311605
##  [695,] 0.08679781
##  [696,] 0.82537151
##  [697,] 1.02874355
##  [698,] 0.70093314
##  [699,] 0.89209747
##  [700,] 0.43472259
##  [701,] 0.64326150
##  [702,] 4.35935466
##  [703,] 0.36684760
##  [704,] 0.36615179
##  [705,] 0.69949593
##  [706,] 0.14188063
##  [707,] 1.34852706
##  [708,] 1.54663317
##  [709,] 0.16883356
##  [710,] 0.36115398
##  [711,] 0.65651287
##  [712,] 0.89641463
##  [713,] 1.46417928
##  [714,] 0.25295949
##  [715,] 0.37047907
##  [716,] 0.77030535
##  [717,] 0.35656888
##  [718,] 0.86717862
##  [719,] 0.43575680
##  [720,] 0.89116114
##  [721,] 0.49595477
##  [722,] 0.43042760
##  [723,] 0.33434508
##  [724,] 0.73916776
##  [725,] 0.72865546
##  [726,] 2.14930450
##  [727,] 0.25447172
##  [728,] 0.92606709
##  [729,] 4.96103515
##  [730,] 1.23813309
##  [731,] 1.29771172
##  [732,] 0.35514217
##  [733,] 0.47824892
##  [734,] 1.99812280
##  [735,] 2.10241496
##  [736,] 2.02780999
##  [737,] 0.36817590
##  [738,] 1.23046808
##  [739,] 0.49737977
##  [740,] 0.22530698
##  [741,] 0.87161457
##  [742,] 0.24630701
##  [743,] 0.16870543
##  [744,] 0.57157456
##  [745,] 0.58345118
##  [746,] 0.84277770
##  [747,] 3.50480416
##  [748,] 0.57928280
##  [749,] 0.08413567
##  [750,] 0.46558312
##  [751,] 0.48549584
##  [752,] 0.57370040
##  [753,] 0.44974952
##  [754,] 0.25828568
##  [755,] 0.08944363
##  [756,] 0.88477927
##  [757,] 0.97837994
##  [758,] 1.64735759
##  [759,] 0.40862647
##  [760,] 0.34992966
##  [761,] 1.55998088
##  [762,] 0.99701125
##  [763,] 3.33438754
##  [764,] 2.03835481
##  [765,] 2.25170569
##  [766,] 0.20221370
##  [767,] 2.05655429
##  [768,] 0.48122456
##  [769,] 4.36539397
##  [770,] 0.29790822
##  [771,] 0.29322500
##  [772,] 0.42581167
##  [773,] 0.22473405
##  [774,] 0.58240597
##  [775,] 0.74974285
##  [776,] 0.39754449
##  [777,] 0.40041887
##  [778,] 0.89257436
##  [779,] 0.98788500
##  [780,] 0.13630583
##  [781,] 0.31686932
##  [782,] 0.20931146
##  [783,] 0.65539839
##  [784,] 1.73368218
##  [785,] 1.66610681
##  [786,] 0.71014909
##  [787,] 0.17407602
##  [788,] 0.18680358
##  [789,] 0.53105263
##  [790,] 1.06711230
##  [791,] 0.95370723
##  [792,] 2.58255614
##  [793,] 0.65080252
##  [794,] 0.59664211
##  [795,] 0.81241823
##  [796,] 2.03884614
##  [797,] 0.54158464
##  [798,] 0.90799967
##  [799,] 0.26843043
##  [800,] 0.52691650
##  [801,] 0.71745360
##  [802,] 2.84723173
##  [803,] 1.76572719
##  [804,] 0.78165166
##  [805,] 0.82306663
##  [806,] 1.14145462
##  [807,] 0.41570763
##  [808,] 1.41783812
##  [809,] 0.28054604
##  [810,] 0.30340597
##  [811,] 0.40676458
##  [812,] 0.86237997
##  [813,] 2.56416762
##  [814,] 0.26241996
##  [815,] 0.38354604
##  [816,] 1.00191027
##  [817,] 0.45014813
##  [818,] 0.49156625
##  [819,] 0.19008235
##  [820,] 1.51084709
##  [821,] 0.59266594
##  [822,] 0.32119501
##  [823,] 0.30592585
##  [824,] 0.22568131
##  [825,] 0.85969478
##  [826,] 2.62684398
##  [827,] 1.32266668
##  [828,] 0.53631096
##  [829,] 0.14007890
##  [830,] 0.38447453
##  [831,] 0.17193995
##  [832,] 0.85096811
##  [833,] 0.22580054
##  [834,] 2.23522171
##  [835,] 0.14706168
##  [836,] 2.13216921
##  [837,] 0.69052579
##  [838,] 4.40805646
##  [839,] 1.33893621
##  [840,] 0.19106441
##  [841,] 0.81685246
##  [842,] 0.39264502
##  [843,] 0.26211517
##  [844,] 1.55553323
##  [845,] 4.43274618
##  [846,] 1.01381728
##  [847,] 0.60498324
##  [848,] 3.23072133
##  [849,] 0.38234619
##  [850,] 0.39625900
##  [851,] 0.32989631
##  [852,] 0.31342237
##  [853,] 0.51506377
##  [854,] 0.43828425
##  [855,] 0.54828135
##  [856,] 0.93856517
##  [857,] 0.36529983
##  [858,] 0.68410917
##  [859,] 0.76507177
##  [860,] 0.77589376
##  [861,] 0.83669296
##  [862,] 0.81039255
##  [863,] 0.15443300
##  [864,] 0.41265314
##  [865,] 0.27384890
##  [866,] 1.08627530
##  [867,] 0.43807958
##  [868,] 0.61762595
##  [869,] 0.32521064
##  [870,] 0.48397342
##  [871,] 0.87988235
##  [872,] 0.41810065
##  [873,] 0.27134952
##  [874,] 0.78560523
##  [875,] 0.39708602
##  [876,] 0.30445239
##  [877,] 6.06360263
##  [878,] 0.19428792
##  [879,] 0.81768741
##  [880,] 0.92004109
##  [881,] 0.85935306
##  [882,] 0.91408413
##  [883,] 0.40494665
##  [884,] 0.13081866
##  [885,] 1.92757425
##  [886,] 0.75270990
##  [887,] 0.23451684
##  [888,] 1.34342662
##  [889,] 0.24679758
##  [890,] 2.65306214
##  [891,] 1.43419692
##  [892,] 0.19695428
##  [893,] 0.90415029
##  [894,] 0.32195139
##  [895,] 0.28749969
##  [896,] 1.17056001
##  [897,] 0.19908742
##  [898,] 0.51948166
##  [899,] 0.60308204
##  [900,] 0.38538652
##  [901,] 0.46542145
##  [902,] 1.40765078
##  [903,] 0.68037184
##  [904,] 0.16973492
##  [905,] 1.33805555
##  [906,] 2.15724647
##  [907,] 1.59816728
##  [908,] 0.59196044
##  [909,] 0.33248320
##  [910,] 0.55682417
##  [911,] 1.90301035
##  [912,] 1.00181878
##  [913,] 0.54687349
##  [914,] 0.59379716
##  [915,] 0.21146304
##  [916,] 0.13688585
##  [917,] 0.49682947
##  [918,] 0.68122403
##  [919,] 0.73038130
##  [920,] 1.16859469
##  [921,] 0.09475200
##  [922,] 0.41301895
##  [923,] 0.92395481
##  [924,] 0.14562827
##  [925,] 1.46370373
##  [926,] 0.35832584
##  [927,] 0.52393867
##  [928,] 0.14975584
##  [929,] 0.33173855
##  [930,] 1.08666635
##  [931,] 0.58563914
##  [932,] 0.83892095
##  [933,] 0.26375962
##  [934,] 0.93475281
##  [935,] 0.41492715
##  [936,] 3.33008904
##  [937,] 2.79399660
##  [938,] 0.24790881
##  [939,] 0.52601314
##  [940,] 0.66627209
##  [941,] 0.55270588
##  [942,] 1.84621553
##  [943,] 0.57849960
##  [944,] 1.56464203
##  [945,] 1.36237716
##  [946,] 0.55930329
##  [947,] 0.49265526
##  [948,] 0.91575872
##  [949,] 0.84234723
##  [950,] 0.16762243
##  [951,] 0.68539540
##  [952,] 0.37858381
##  [953,] 0.66770530
##  [954,] 0.63358817
##  [955,] 1.12332982
##  [956,] 0.25559664
##  [957,] 0.27332033
##  [958,] 0.67868866
##  [959,] 1.42452073
##  [960,] 1.89817644
##  [961,] 0.74982027
##  [962,] 0.35370584
##  [963,] 0.45544570
##  [964,] 0.52557540
##  [965,] 0.76299180
##  [966,] 0.61677357
##  [967,] 0.53849897
##  [968,] 0.92541451
##  [969,] 0.54475458
##  [970,] 4.72108715
##  [971,] 0.07647772
##  [972,] 0.19765055
##  [973,] 0.76569123
##  [974,] 0.29138167
##  [975,] 0.41559517
##  [976,] 0.55256827
##  [977,] 0.32950991
##  [978,] 0.93516865
##  [979,] 0.31030839
##  [980,] 5.19052685
##  [981,] 0.51085514
##  [982,] 0.79658487
##  [983,] 1.07884023
##  [984,] 1.92304349
##  [985,] 0.37655864
##  [986,] 1.90004410
##  [987,] 1.20227125
##  [988,] 0.72543641
##  [989,] 0.25089141
##  [990,] 0.35293633
##  [991,] 0.22079660
##  [992,] 0.14552727
##  [993,] 4.42830139
##  [994,] 1.42838010
##  [995,] 0.40364733
##  [996,] 4.53999968
##  [997,] 0.47589921
##  [998,] 1.48621861
##  [999,] 0.16744286
## 
## $model.matrix
##     (Intercept) demo$parents_grad_college1 demo$parents_grad_college2
## 1             1                          1                          0
## 2             1                          1                          0
## 3             1                          1                          0
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## 
## $terms
## sci_comm_orient ~ demo$parents_grad_college
## attr(,"variables")
## list(sci_comm_orient, demo$parents_grad_college)
## attr(,"factors")
##                           demo$parents_grad_college
## sci_comm_orient                                   0
## demo$parents_grad_college                         1
## attr(,"term.labels")
## [1] "demo$parents_grad_college"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Conclusion

Ultimately, what we can understand from all of this is that a student’s First Generation Student status does not have a significant impact on the the differences in answers in our questions.

In summary, let’s take a look at the running list we are making of which questions were significant and not according to demographics:


NEXT